Exploratory_Analysis
Paige Duffin
11/4/2019
Exploratory Analysis
Preparing workspace
Load necessary packages
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library("ggspatial")
library("rnaturalearth")
library("rnaturalearthdata")
theme_set(theme_bw())
library("sf")## Warning: package 'sf' was built under R version 3.5.2## Linking to GEOS 3.7.2, GDAL 2.4.2, PROJ 5.2.0library(gridExtra)
titletheme_small <- theme(plot.title = element_text(size=9,vjust=0.1))
titletheme <- theme(plot.title = element_text(size=12,vjust=0.1))
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## viridis_palworld <- ne_countries(scale = "medium", returnclass = "sf") #for mappingCreating dfs of color schemes I’ll be using throughout
mycolors <- c("brown1","lightseagreen","goldenrod1","slateblue")
species_colors <- c("royalblue","salmon","darkmagenta")
pisaster_colors <- c("thistle1","plum","orchid3","darkmagenta")
pisaster_size_colors2 <- c("lightsteelblue1","skyblue","slateblue3","slateblue4")
pisaster_size_colors <- c("lavender","mediumpurple3","slateblue3","slateblue4")Load cleaned data
clean_data <- readRDS("../../data/processed_data/processeddata.rds")
skim(clean_data)## Skim summary statistics
## n obs: 13165
## n variables: 23
##
## ── Variable type:factor ────────────────────────────────────────────
## variable missing complete n n_unique
## bioregion 0 13165 13165 6
## georegion 0 13165 13165 9
## group_code 0 13165 13165 9
## group_code_UCSC_other 0 13165 13165 2
## island 0 13165 13165 6
## marine_season_code 0 13165 13165 57
## marine_site_name 0 13165 13165 77
## method_code 0 13165 13165 4
## method_code_IP_other 0 13165 13165 2
## mpa_region 0 13165 13165 6
## season_name 0 13165 13165 4
## site_code 0 13165 13165 77
## species_code 0 13165 13165 3
## state 0 13165 13165 4
## top_counts ordered
## San: 5608, Oly: 4138, Gov: 2366, Sal: 652 FALSE
## CA : 5382, CA : 2592, CA : 1660, OR: 1386 FALSE
## UCS: 9657, UCL: 2032, PBN: 400, SSS: 366 FALSE
## UCS: 9657, Oth: 3508, NA: 0 FALSE
## Mai: 12364, Bar: 279, Sad: 250, Hat: 150 FALSE
## SU1: 440, SU1: 403, SU1: 392, FA1: 376 FALSE
## Mil: 524, Sco: 513, Sti: 472, End: 468 FALSE
## IP: 12012, BT2: 782, GSE: 336, TS3: 35 FALSE
## IP: 12012, Oth: 1153, NA: 0 FALSE
## Cen: 5382, Sou: 2627, NUL: 1932, Nor: 1660 FALSE
## Sum: 4552, Fal: 4489, Spr: 4112, Win: 12 FALSE
## MCR: 524, SCT: 513, SWC: 472, END: 468 FALSE
## P.o: 11416, K FALSE
## CA: 10548, OR: 1386, WA: 865, AK: 366 FALSE
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## ── Variable type:integer ───────────────────────────────────────────
## variable missing complete n mean sd p0 p25
## marine_common_season 0 13165 13165 116.82 19.23 78 101
## marine_common_year 0 13165 13165 2009.7 4.81 2000 2006
## marine_sort_order 0 13165 13165 5566.24 1125.15 1720 5020
## season_sequence 0 13165 13165 2.03 0.81 1 1
## size_bin 0 13165 13165 82.44 42.2 5 50
## size_sort_order 0 13165 13165 9.57 4.15 1 6
## total 0 13165 13165 9.92 16.43 1 2
## p50 p75 p100 hist
## 118 131 152 ▅▅▆▇▇▇▇▅
## 2010 2013 2018 ▃▅▅▇▇▆▆▆
## 6090 6370 7650 ▁▁▁▂▃▃▇▁
## 2 3 4 ▇▁▇▁▁▇▁▁
## 80 110 320 ▅▇▇▃▁▁▁▁
## 10 12 33 ▅▇▇▃▁▁▁▁
## 4 11 360 ▇▁▁▁▁▁▁▁
##
## ── Variable type:numeric ───────────────────────────────────────────
## variable missing complete n mean sd p0 p25 p50
## latitude 0 13165 13165 38.67 5.2 32.87 34.73 36.62
## longitude 0 13165 13165 -122.25 2.86 -135.38 -123.98 -121.94
## p75 p100 hist
## 41.65 57.05 ▇▆▃▂▁▁▁▁
## -120.62 -117.25 ▁▁▁▁▅▇▆▃Mapping sample sites
Create new data frame that just lists each site once
unique_sites <- subset(clean_data, !duplicated(clean_data$site_code))
#names(unique_sites)
sites_coordinates <- unique_sites[c(2,5:6,23)]
sites_coordinates_contig <- filter(sites_coordinates, sites_coordinates$state != "Alaska")
#sites_coordinates
CA_coordinates <- filter(sites_coordinates, sites_coordinates$state == "CA")
OR_coordinates <- filter(sites_coordinates, sites_coordinates$state == "OR")
WA_coordinates <- filter(sites_coordinates, sites_coordinates$state == "WA")
AK_coordinates <- filter(sites_coordinates, sites_coordinates$state == "AK")
CA_coordinates <- as.data.frame(CA_coordinates)
OR_coordinates <- as.data.frame(OR_coordinates)
WA_coordinates <- as.data.frame(WA_coordinates)
AK_coordinates <- as.data.frame(AK_coordinates)Plot sample sites
After messing around with several different mapping tools in R, I decided that trying to display the whole range (CA to AK) on one map would be really hard, and the Alaska sites are really just at one specific location, so I’m going to split Alaska off from the three states that are part of the contiguous US
Alaska sites on map:
world <- ne_countries(scale = "medium", returnclass = "sf")
AK_map <- ggplot(data = world) +
geom_sf() +
geom_point(data= sites_coordinates,aes(x=sites_coordinates$longitude, y=sites_coordinates$latitude,), size = 4, alpha = 0.6, color ="brown1") +
annotation_scale(location = "bl", width_hint = 0.3) +
coord_sf(xlim = c(-168, -131), ylim = c(51, 73), expand = FALSE) +
xlab("Longitude") +
ylab("Latitude") +
geom_text(aes(x = -151, y = 66, label = "ALASKA", size = 600)) +
geom_text(aes(x = -149.9, y = 61.4, label = "*", size = 600)) +
geom_text(aes(x = -154, y = 62.6, label = "Anchorage")) +
scale_x_continuous(breaks = c(-160, -150, -140)) +
theme(legend.position = "none")
AK_map ## Scale on map varies by more than 10%, scale bar may be inaccurate
ggsave(filename = "../../results/Exploratory_Analysis_results/1.AK_sites_map.png",plot = AK_map, width = 3.5, height = 4) ## Scale on map varies by more than 10%, scale bar may be inaccurateCalifornia sites on map:
State <- sites_coordinates_contig$state
CA_map <- ggplot(data = world) +
geom_sf() +
geom_jitter(data= sites_coordinates_contig,aes(x=sites_coordinates_contig$longitude, y=sites_coordinates_contig$latitude,col=State), size = 3, alpha = 0.6, width = 0.2) +
annotation_scale(location = "bl", width_hint = 0.3) +
coord_sf(xlim = c(-126, -116), ylim = c(32, 42.4), expand = FALSE) +
xlab("Longitude") +
ylab("Latitude")+
geom_text(aes(x = -122.7, y = 37.7, label = ">")) +
geom_text(aes(x = -123.5, y = 37.6, label = "San ")) +
geom_text(aes(x = -124.2, y = 37.1, label = "Francisco")) +
geom_text(aes(x = -120, y = 39, label = "CALIFORNIA")) +
geom_text(aes(x = -118.9, y = 33.7, label = ">")) +
geom_text(aes(x = -120.9, y = 33.6, label = "Los Angeles")) +
theme(legend.position = "none") +
scale_x_continuous(breaks = c(-124, -122, -120, -118)) + scale_color_manual(values=mycolors)
CA_map## Scale on map varies by more than 10%, scale bar may be inaccurate
ggsave(filename = "../../results/Exploratory_Analysis_results/4.CA_sites_map.png",plot = CA_map, width = 3.5, height = 4) ## Scale on map varies by more than 10%, scale bar may be inaccurateOregon sites on map:
OR_map <- ggplot(data = world) +
geom_sf() +
geom_jitter(data= sites_coordinates_contig,aes(x=sites_coordinates_contig$longitude, y=sites_coordinates_contig$latitude,col=State), size = 3, alpha = 0.6, width = 0.2) +
annotation_scale(location = "br", width_hint = 0.3) +
coord_sf(xlim = c(-127.5, -120.8), ylim = c(41.5, 47.5), expand = FALSE) +
xlab("Longitude") +
ylab("Latitude") +
geom_text(aes(x = -122.4, y = 44, label = "OREGON")) +
geom_text(aes(x = -122.8, y = 45.6, label = "*")) +
geom_text(aes(x = -122.8, y = 45.4, label = "Portland")) +
theme(legend.position = "none") +
scale_x_continuous(breaks = c(-126, -124, -122)) + scale_color_manual(values=mycolors)
OR_map## Scale on map varies by more than 10%, scale bar may be inaccurate
ggsave(filename = "../../results/Exploratory_Analysis_results/3.OR_sites_map.png",plot = OR_map, width = 3.5, height = 4) ## Scale on map varies by more than 10%, scale bar may be inaccurateWashington sites on map:
WA_map <- ggplot(data = world) +
geom_sf() +
geom_jitter(data= sites_coordinates_contig,aes(x=sites_coordinates_contig$longitude, y=sites_coordinates_contig$latitude,col=State), size = 3, alpha = 0.6, width = 0.2) +
annotation_scale(location = "br", width_hint = 0.3) +
coord_sf(xlim = c(-125.2, -121.3), ylim = c(45.8, 49.1), expand = FALSE) +
xlab("Longitude") +
ylab("Latitude") +
geom_text(aes(x = -122.5, y = 46.7, label = "WASHINGTON")) +
geom_text(aes(x = -123.7, y = 47.93, label = "Olympic")) +
geom_text(aes(x = -123.7, y = 47.75, label = "Peninsula")) +
geom_text(aes(x = -121.9, y = 47.75, label = "< Seattle")) +
theme(legend.position = "none") +
scale_x_continuous(breaks = c(-124, -123, -122)) + scale_color_manual(values=mycolors)
WA_map 
ggsave(filename = "../../results/Exploratory_Analysis_results/2.WA_sites_map.png",plot = WA_map, width = 3.5, height = 4) Count Data by location
Overall histogram of counts per sample survey
clean_data %>% ggplot() +
geom_histogram(aes(total))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
What does the structure of the data look like by state?
CA
CA <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
filter(state == "CA")
summary(CA)## marine_site_name marine_common_year size_bin
## Mill Creek : 524 Min. :2000 Min. : 5.00
## Scott Creek : 513 1st Qu.:2005 1st Qu.: 50.00
## Stillwater : 472 Median :2009 Median : 80.00
## Enderts : 468 Mean :2009 Mean : 81.92
## Terrace Point: 447 3rd Qu.:2013 3rd Qu.:110.00
## Andrew Molera: 443 Max. :2018 Max. :230.00
## (Other) :7681
## total state
## Min. : 1.000 AK: 0
## 1st Qu.: 2.000 CA:10548
## Median : 5.000 OR: 0
## Mean : 9.607 WA: 0
## 3rd Qu.: 11.000
## Max. :360.000
## OR
OR <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
filter(state == "OR")
summary(OR)## marine_site_name marine_common_year size_bin
## Fogarty Creek:351 Min. :2000 Min. : 5.00
## Bob Creek :334 1st Qu.:2005 1st Qu.: 50.00
## Burnt Hill :260 Median :2010 Median : 80.00
## Ecola :228 Mean :2010 Mean : 87.21
## Cape Arago :213 3rd Qu.:2014 3rd Qu.:120.00
## Alegria : 0 Max. :2018 Max. :230.00
## (Other) : 0
## total state
## Min. : 1.00 AK: 0
## 1st Qu.: 2.00 CA: 0
## Median : 7.00 OR:1386
## Mean : 15.28 WA: 0
## 3rd Qu.: 18.00
## Max. :212.00
## WA
WA <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
filter(state == "WA")
summary(WA)## marine_site_name marine_common_year size_bin
## Saddlebag North Cove:163 Min. :2008 Min. : 5.00
## Post Point :151 1st Qu.:2011 1st Qu.: 50.00
## Hat Island West :116 Median :2014 Median : 90.00
## Point Grenville :111 Mean :2014 Mean : 89.26
## Kydikabbit Point :102 3rd Qu.:2016 3rd Qu.:120.00
## Saddlebag South East: 87 Max. :2018 Max. :320.00
## (Other) :135
## total state
## Min. : 1.000 AK: 0
## 1st Qu.: 1.000 CA: 0
## Median : 2.000 OR: 0
## Mean : 6.776 WA:865
## 3rd Qu.: 5.000
## Max. :133.000
## AK
AK <- clean_data %>% select(marine_site_name, marine_common_year, size_bin, total, state) %>%
filter(state == "AK")
summary(AK)## marine_site_name marine_common_year size_bin
## Sage Rock :148 Min. :2011 Min. : 5.00
## Pirates Cove :131 1st Qu.:2013 1st Qu.: 40.00
## Kayak Island : 87 Median :2015 Median : 60.00
## Alegria : 0 Mean :2015 Mean : 63.51
## Andrew Molera: 0 3rd Qu.:2017 3rd Qu.: 87.50
## Arroyo Hondo : 0 Max. :2018 Max. :190.00
## (Other) : 0
## total state
## Min. : 1.00 AK:366
## 1st Qu.: 1.00 CA: 0
## Median : 3.00 OR: 0
## Mean : 6.03 WA: 0
## 3rd Qu.: 7.00
## Max. :117.00
## Broad changes in abundance
What does sea star abundance over time look like?
Yearly scale- All years surveyed (2000-2018)
abundance_time_boxplots <- clean_data %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(alpha = 0.4, fill = "grey67") +
xlab("Year") +
ylab("log(Abundance)")
abundance_time_boxplots
ggsave(filename = "../../results/Exploratory_Analysis_results/5.abundance_time_boxplots.png",plot = abundance_time_boxplots, width = 5, height = 4) Lets plot and color the points by state
clean_data %>% ggplot(aes(marine_common_year, total, col=state)) + geom_jitter(width = 0.15, alpha = 0.25) + scale_color_manual(values=mycolors)
Woah, California is dominating this visualization.
Lets break that up into 4 parts so I can actually see whats going on in the 3 other states:
ordered_data <- clean_data
ordered_data$facet = factor(ordered_data$state, levels = c("AK", "WA", "OR", "CA"))
ordered_data %>%
ggplot(aes(marine_common_year, total, col=state)) + geom_jitter(width = 0.15, alpha = 0.4) +
scale_color_manual(values=mycolors) + xlab("Year") +
ylab("Spp. Abundance") +
facet_wrap(~facet)
Washington and Alaska clearly weren’t surveyed for all years during which California and Oregon were.
What do these counts look like if we display them as log()?
Abundance_State_Year_graphs <- ordered_data %>%
ggplot(aes(marine_common_year, log(total), col=state)) + geom_jitter(width = 0.25, alpha = 0.25) +
facet_wrap(~facet) +
xlab("Year") + ylab("log(Spp. Abundance)") + theme(legend.position = "none")
Abundance_State_Year_graphs <- Abundance_State_Year_graphs + scale_color_manual(values=mycolors)
Abundance_State_Year_graphs
ggsave(filename = "../../results/Exploratory_Analysis_results/6.Abundance_State_Year_graphs.png",plot = Abundance_State_Year_graphs, width = 5, height = 4) That allows us to see a lot more of what is going on. I will likely use the log transformation when looking at abundance data.
Abundance by species
So far I’ve been looking at abundance across all 3 species surveyed. What does the abundance over time graph look like for each species, seperately?
Prepare data frames
P.ochra_only <- filter(ordered_data, species_code == "P.ochraceus")
K.tuni_only <- filter(ordered_data, species_code == "K.tunicata")
E.tros_only <- filter(ordered_data, species_code == "E.troschelii")Abundance over time at yearly scale (2000-2018) by species
P. ochraceus (the species I’m primarily interested in) abundance over time
P.ochra_only_boxplot <- P.ochra_only %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochraceus Abundance)")
P.ochra_only_boxplot
ggsave(filename = "../../results/Exploratory_Analysis_results/7.P.ochra_only_2000-2018.png",plot = P.ochra_only_boxplot, width = 5, height = 4)K. tunicata abundance over time
K.tuni_only_boxplot <- K.tuni_only %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "salmon", alpha = 0.7) +
xlab("Year") +
ylab("log(K.tunicata Abundance)")
K.tuni_only_boxplot
ggsave(filename = "../../results/Exploratory_Analysis_results/8.K.tuni_only_2000-2018.png",plot = K.tuni_only_boxplot, width = 5, height = 4)E. troschelii abundance over time
E.tros_only_boxplot <- E.tros_only %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +
xlab("Year") +
ylab("log(E.troschelii Abundance)")
E.tros_only_boxplot
ggsave(filename = "../../results/Exploratory_Analysis_results/9.E.tros_only_2000-2018.png",plot = E.tros_only_boxplot, width = 5, height = 4)That last one looked like the log() function might not be applicable. Let’s see what it looks like without that:
E.tros_only %>% ggplot(aes(marine_common_year, total, group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +
xlab("Year") +
ylab("log(E.troschelii Abundance)") 
No- still like log(abundance) better
Narrowing the timeframe
Characterizing sea star abundance in the last decade
The most recent and catastrophic sea star wasting disease outbreak hit the west coast of North America around 2013. How did sea star abundance look before the epidemic, how did it change during the epidemic, and have the populations rebounded?
last_decade <- filter(ordered_data, marine_common_year >= "2010")
last_decade %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(alpha = 0.4, fill = "grey67") +
xlab("Year") +
ylab("log(Abundance)") 
It looks like populations leveled back out at 2016 and remained relatively unchanged in 2017 and 2018.
2013-2016 Abundance Data
It looks like theres a detectable decrease between 2013 and 2014, and that populations leveled back out at 2016 and remained relatively unchanged in 2017 and 2018. Lets narrow the time frame to only include sampling between 2013 and 2016.
last_decade$marine_common_year <- as.factor(last_decade$marine_common_year)
SSWD_timeframe <- filter(ordered_data, marine_common_year >= "2013" & marine_common_year <= "2016")
SSWD_timeframe$marine_common_year <- as.factor(SSWD_timeframe$marine_common_year)
SSWD_timeframe_plot <- SSWD_timeframe %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(alpha = 0.4, fill = "grey67") +
xlab("Year") +
ylab("log(Abundance)")
SSWD_timeframe_plot
#ggsave(filename = "../../results/Exploratory_Analysis_results/SSWD_timeframe_plot.png",plot = SSWD_timeframe_plot, width = 5, height = 4)Species abundance over 4 yr time frame of SSWD outbreak (2013-2016)
P.ochra_SSWD_tf <- filter(SSWD_timeframe, species_code == "P.ochraceus")
K.tuni_SSWD_tf <- filter(SSWD_timeframe, species_code == "K.tunicata")
E.tros_SSWD_tf <- filter(SSWD_timeframe, species_code == "E.troschelii")
#skim(P.ochra_SSWD_tf)
#skim(K.tuni_SSWD_tf)
#skim(E.tros_SSWD_tf)P. ochraceus (the species I’m primarily interested in) abundance over 4 year period of interest
P.ochra_SSWD_tf_plot <- P.ochra_SSWD_tf %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochraceus Abundance)")
P.ochra_SSWD_tf_plot
ggsave(filename = "../../results/Exploratory_Analysis_results/10.P.ochra_SSWDtf_plot.png",plot = P.ochra_SSWD_tf_plot, width = 5, height = 4)Let’s try another way to visualize this:
P.ochra_SSWD_tf %>% ggplot2::ggplot(aes(log(total))) + geom_density(aes(log(total))) + facet_wrap(~ marine_common_year, 1)
#P.ochra_SSWD_tf %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) + stat_density_ridges(
# geom = "density_ridges_gradient", calc_ecdf = TRUE,
# quantiles = 4, quantile_lines = TRUE
# ) +
# scale_fill_brewer(name = "Quartiles",palette="BuPu") +
#ylab("Year") +
#xlab("log(Abundance)")K. tunicata abundance over 4 year period of interest
K.tuni_SSWD_tf_plot <- K.tuni_SSWD_tf %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "salmon", alpha = 0.7) +
xlab("Year") +
ylab("log(K.tunicata Abundance)")
K.tuni_SSWD_tf_plot
ggsave(filename = "../../results/Exploratory_Analysis_results/11.K.tuni_SSWDtf_plot.png",plot = K.tuni_SSWD_tf_plot, width = 5, height = 4)E. troschelii abundance over 4 year period of interest
E.tros_SSWD_tf_plot <- E.tros_SSWD_tf %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) +
xlab("Year") +
ylab("log(E.troschelii Abundance)")
E.tros_SSWD_tf_plot
ggsave(filename = "../../results/Exploratory_Analysis_results/12.E.tros_SSWDtf_plot.png",plot = E.tros_SSWD_tf_plot, width = 5, height = 4)Breaking down into different states
Doing the same as above (each species abundance over 4 year period of interest), but separating by state
First with P.ochraceus
SSWD_timeframe_P.ochra <- filter(P.ochra_only, marine_common_year >= "2013" & marine_common_year <= "2016")
SSWD_timeframe_P.ochra$marine_common_year <- as.factor(SSWD_timeframe_P.ochra$marine_common_year)
P.ochra_state <- SSWD_timeframe_P.ochra %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "darkmagenta", alpha = 0.7) + facet_wrap(~facet, 1) + theme(legend.position = "none",axis.title.x = element_blank()) +
xlab("Year") +
ylab("log(Abundance)") + ggtitle("(A) P.ochraceus") + titletheme_small
P.ochra_state
With K.tuni
SSWD_timeframe_K.tuni <- filter(K.tuni_only, marine_common_year >= "2013" & marine_common_year <= "2016")
SSWD_timeframe_K.tuni$marine_common_year <- as.factor(SSWD_timeframe_K.tuni$marine_common_year)
K.tuni_state <- SSWD_timeframe_K.tuni %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "salmon", alpha = 0.7) + facet_wrap(~facet, 1) + theme(legend.position = "none",axis.title.x = element_blank()) + xlab("Year") +
ylab("log(Abundance)") + ggtitle("(B) K.tunicata") + titletheme_small
K.tuni_state
SSWD_timeframe_E.tros <- filter(E.tros_only, marine_common_year >= "2013" & marine_common_year <= "2016")
SSWD_timeframe_E.tros$marine_common_year <- as.factor(SSWD_timeframe_E.tros$marine_common_year)
E.tros_state <- SSWD_timeframe_E.tros %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) + geom_boxplot(fill = "royalblue", alpha = 0.7) + facet_wrap(~facet, 1) + theme(legend.position = "none") +
xlab("Year") +
ylab("log(Abundance)") + ggtitle("(C) E.troschelii") + titletheme_small
E.tros_state
grid.arrange(P.ochra_state,K.tuni_state,E.tros_state,nrow=3)
ggsave(filename = "../../results/Exploratory_Analysis_results/13.Spp_SSWDtf_state_plot.png",plot = grid.arrange(P.ochra_state,K.tuni_state,E.tros_state,nrow=3), width = 6, height = 5)Temporal Scale: Yr->Sampling szn
Still just looking at P. ochraceus here, during 2013-2016
P.ochra_SSWD_tf_fig <- P.ochra_SSWD_tf %>% ggplot(aes(marine_common_season, log(total), group = marine_common_season)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Season & Year") +
ylab("log(P.ochra Abundance)") +
scale_x_continuous(breaks = c("Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143))
P.ochra_SSWD_tf_fig
K. tuni from 2013-2016 by season
K.tuni_SSWD_tf_fig <- K.tuni_SSWD_tf %>% ggplot(aes(marine_common_season, log(total), group = marine_common_season)) +
geom_boxplot(fill = "salmon", alpha = 0.7) +
xlab("Season & Year") +
ylab("log(K.tuni Abundance)") +
scale_x_continuous(breaks = c("Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143))
K.tuni_SSWD_tf_fig
E. tros from 2013-2016 by season
E.tros_SSWD_tf_fig <- E.tros_SSWD_tf %>% ggplot(aes(marine_common_season, log(total), group = marine_common_season)) +
geom_boxplot(fill = "royalblue", alpha = 0.7) +
xlab("Season & Year") +
ylab("log(E.tros Abundance)") +
scale_x_continuous(breaks = c("Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143))
E.tros_SSWD_tf_fig
Because K.tuni isn’t an echinoderm, it may be useful to look at the changes in Pisaster ochraceus compared to K.tuni as somewhat of a calibrater- for example, if both species’ abundance go down, its not likely attributed to SSWD- perhaps an el nino event or other global affector like that
P.ochra and K.tuni together
Season_year_boxplot <- grid.arrange(P.ochra_SSWD_tf_fig, K.tuni_SSWD_tf_fig, nrow=2)
Season_year_boxplot## TableGrob (2 x 1) "arrange": 2 grobs
## z cells name grob
## 1 1 (1-1,1-1) arrange gtable[layout]
## 2 2 (2-2,1-1) arrange gtable[layout]ggsave(filename = "../../results/Exploratory_Analysis_results/14.Season_year_boxplot_po_kt.png",plot = grid.arrange(P.ochra_SSWD_tf_fig, K.tuni_SSWD_tf_fig, nrow=2), width = 5, height = 4)Time frame: 2013-2016, time scale: season. Separated by state and species
P.ochra_SSWD_tf_fig + facet_wrap(~ facet)
#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_by_state.png",plot = P.ochra_SSWD_tf_fig + facet_wrap(~ facet), width = 5, height = 4)Just in California, by site (2013-2016, P. ochraceus only)
P.ochra_SSWDtf_CA <- filter(P.ochra_SSWD_tf, state == "CA")
P.ochra_SSWDtf_CA_fig <- P.ochra_SSWDtf_CA %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_SSWDtf_CA_fig <- P.ochra_SSWDtf_CA_fig + facet_wrap(~ marine_sort_order)
P.ochra_SSWDtf_CA_fig
#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_CA_fig.png",plot = P.ochra_SSWDtf_CA_fig, width = 5, height = 4) Spp. prevalence during SSWD
I should go back and plot each survey entry and color by species observed to get an idea of the ranges of each, but since I’m mostly concerned with what’s going on during the SSWD event (2013-2016), I’m just going to plot those sampling events that fall within that range
Species <- SSWD_timeframe$species_code
broad_jitter <- ggplot(data = world) +
geom_sf() +
geom_jitter(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species), size = 2, alpha = 0.25, width = 3,height=0.5) +
annotation_scale(location = "bl", width_hint = 0.3) +
coord_sf(xlim = c(-128, -114), ylim = c(32, 49.5), expand = FALSE) +
xlab("Longitude") +
ylab("Latitude") + scale_color_manual(values=species_colors) + theme(legend.position = "none")
narrow_jitter <- ggplot(data = world) +
geom_sf() +
geom_jitter(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species), size = 2, alpha = 0.3, width = 0.3) +
annotation_scale(location = "bl", width_hint = 0.3) +
coord_sf(xlim = c(-128, -115), ylim = c(32, 49.5), expand = FALSE) +
xlab("Longitude") +
ylab("") + scale_color_manual(values=species_colors) + theme(legend.position = c(-117,42))
gridExtra::grid.arrange(broad_jitter,narrow_jitter,nrow=1)## Scale on map varies by more than 10%, scale bar may be inaccurate
## Scale on map varies by more than 10%, scale bar may be inaccurate
AK_zoom1_SSWD <- ggplot(data = world) +
geom_sf() +
geom_jitter(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species,), size = 2, alpha = 0.55, width =1, height = 0.6) +
annotation_scale(location = "bl", width_hint = 0.3) +
coord_sf(xlim = c(-138.5, -131.5), ylim = c(55, 60.6), expand = FALSE) +
xlab("Longitude") +
ylab("Latitude") +
scale_color_manual(values=species_colors) +
theme(legend.position = c(0.5,0.815), legend.title =element_text(size=8,face="bold"),legend.text = element_text(size=7, face="bold"),axis.title.y = element_blank(),legend.background = element_rect(size=0.5, linetype="solid", colour = "black"))
AK_zoom1_SSWD## Scale on map varies by more than 10%, scale bar may be inaccurate
gridExtra::grid.arrange(broad_jitter,AK_zoom1_SSWD,nrow=1)## Scale on map varies by more than 10%, scale bar may be inaccurate
## Scale on map varies by more than 10%, scale bar may be inaccurate
ggsave(filename = "../../results/Exploratory_Analysis_results/14.SpeciesRangesSSWD.png",plot = gridExtra::grid.arrange(broad_jitter,AK_zoom1_SSWD,nrow=1), width = 5, height = 4) ## Scale on map varies by more than 10%, scale bar may be inaccurate
## Scale on map varies by more than 10%, scale bar may be inaccurate#AK_zoom2_SSWD <- ggplot(data = world) +
# geom_sf() +
# geom_point(data= SSWD_timeframe,aes(x=SSWD_timeframe$longitude, y=SSWD_timeframe$latitude,col=Species,), size = 2, alpha = 0.4) +
# annotation_scale(location = "bl", width_hint = 0.3) +
# coord_sf(xlim = c(-136, -135), ylim = c(56.6, 57.3), expand = FALSE) +
# xlab("Longitude") +
#ylab("Latitude")
#grid.arrange(AK_zoom1_SSWD, AK_zoom2_SSWD, nrow = 2)Sites with high counts
There are a whole lot of sites that, even before SSWD, didn’t have a ton of sea stars. It may be useful to isolate only those sites that had high abundance counts prior to SSWD (in 2013), assuming that is a good proxy for sites that are, overall, desirable for sea stars.
First, filtering for sites that had 10+ (P.ochra) sea stars in 2013
Identifying those sites:
P.ochra_SSWDtf_highcount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 10)
unique(P.ochra_SSWDtf_highcount_temp$site_code)## [1] BML BOA BOB BRN CARP CRCO DAPT DMN END ESP FKC FOG GREN HOP
## [15] KIB MCR MEN MOL MUSH OCC OLDS PIRA POP SAGE SBSE SCT SEA SHCO
## [29] SWC TPT TRIS WHPT
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WINFiltering for those sites so I can retain the data entries at those sites during AND after 2013.
P.ochra_SSWDtf_highcount <- P.ochra_SSWD_tf %>% filter(site_code == "BML" | site_code == "BOA" | site_code == "BOB" | site_code == "BRN" | site_code == "CARP" | site_code == "CRCO" | site_code == "DAPT" | site_code == "DMN" | site_code == "END" | site_code == "ESP" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "HOP" | site_code == "KIB" | site_code == "MCR" | site_code == "MEN" | site_code == "MOL" | site_code == "MUSH" | site_code == "OCC" | site_code == "OLDS" | site_code == "PIRA" | site_code == "POP" | site_code == "SAGE" | site_code == "SBSE" | site_code == "SCT" | site_code == "SEA" | site_code == "SHCO" | site_code == "SWC" | site_code == "TPT" | site_code == "TRIS" | site_code == "WHPT")
#head(P.ochra_SSWDtf_highcount)Plotting this as a series of density graphs- LOVE using this quartile coloring function!!!!!
P.ochra_SSWDtf_highcount %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) + stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE
) +
ylab("Year") +
xlab("log(Abundance)") +
scale_fill_manual(values=pisaster_colors,name = "Quartiles")## Picking joint bandwidth of 0.337
Before there were just WAY too many individual sites to plot them all and make anything useful out of it… is that still the case?
P.ochra_SSWDtf_highcount_fig <- P.ochra_SSWDtf_highcount %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_SSWDtf_highcount_fig <- P.ochra_SSWDtf_highcount_fig + facet_wrap(~ marine_sort_order)
P.ochra_SSWDtf_highcount_fig
…. yes.
Now filtering for sites that had 25+ (P.ochra) sea stars in 2013
(Repeat same analysis pipeline)
P.ochra_SSWDtf_highercount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 25)
unique(P.ochra_SSWDtf_highercount_temp$site_code)## [1] BOB BRN CRCO DMN END FKC FOG GREN MCR MOL MUSH OCC PIRA SCT
## [15] SEA SHCO SWC TRIS
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WINP.ochra_SSWDtf_over25 <- P.ochra_SSWD_tf %>% filter(site_code == "BOB" | site_code == "BRN" | site_code == "CRCO" | site_code == "DMN" | site_code == "END" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "MCR" | site_code == "MOL" | site_code == "MUSH" | site_code == "OCC" | site_code == "PIRA" | site_code == "SCT" | site_code == "SEA" | site_code == "SHCO" | site_code == "SWC" | site_code == "TRIS")
P.ochra_SSWDtf_over25_fig <- P.ochra_SSWDtf_over25 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_SSWDtf_over25_fig <- P.ochra_SSWDtf_over25_fig + facet_wrap(~ marine_sort_order)
P.ochra_SSWDtf_over25_fig
P.ochra_SSWDtf_over25 %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) + stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE
)+
scale_fill_manual(values=pisaster_colors,name = "Quartiles") +
ylab("Year") +
xlab("log(Abundance)")## Picking joint bandwidth of 0.359
P.ochra_SSWDtf_over25## group_code site_code marine_site_name marine_sort_order latitude
## 1 UCSC BOB Bob Creek 4400 44.24456
## 2 UCSC BOB Bob Creek 4400 44.24456
## 3 UCSC BOB Bob Creek 4400 44.24456
## 4 UCSC BOB Bob Creek 4400 44.24456
## 5 UCSC BOB Bob Creek 4400 44.24456
## 6 UCSC BOB Bob Creek 4400 44.24456
## 7 UCSC BOB Bob Creek 4400 44.24456
## 8 UCSC BOB Bob Creek 4400 44.24456
## 9 UCSC BOB Bob Creek 4400 44.24456
## 10 UCSC BOB Bob Creek 4400 44.24456
## 11 UCSC BOB Bob Creek 4400 44.24456
## 12 UCSC BOB Bob Creek 4400 44.24456
## 13 UCSC BOB Bob Creek 4400 44.24456
## 14 UCSC BOB Bob Creek 4400 44.24456
## 15 UCSC BOB Bob Creek 4400 44.24456
## 16 UCSC BOB Bob Creek 4400 44.24456
## 17 UCSC BOB Bob Creek 4400 44.24456
## 18 UCSC BOB Bob Creek 4400 44.24456
## 19 UCSC BOB Bob Creek 4400 44.24456
## 20 UCSC BOB Bob Creek 4400 44.24456
## 21 UCSC BOB Bob Creek 4400 44.24456
## 22 UCSC BOB Bob Creek 4400 44.24456
## 23 UCSC BOB Bob Creek 4400 44.24456
## 24 UCSC BOB Bob Creek 4400 44.24456
## 25 UCSC BOB Bob Creek 4400 44.24456
## 26 UCSC BOB Bob Creek 4400 44.24456
## 27 UCSC BOB Bob Creek 4400 44.24456
## 28 UCSC BOB Bob Creek 4400 44.24456
## 29 UCSC BOB Bob Creek 4400 44.24456
## 30 UCSC BOB Bob Creek 4400 44.24456
## 31 UCSC BOB Bob Creek 4400 44.24456
## 32 UCSC BOB Bob Creek 4400 44.24456
## 33 UCSC BOB Bob Creek 4400 44.24456
## 34 UCSC BOB Bob Creek 4400 44.24456
## 35 UCSC BOB Bob Creek 4400 44.24456
## 36 UCSC BOB Bob Creek 4400 44.24456
## 37 UCSC BOB Bob Creek 4400 44.24456
## 38 UCSC BOB Bob Creek 4400 44.24456
## 39 UCSC BOB Bob Creek 4400 44.24456
## 40 UCSC BOB Bob Creek 4400 44.24456
## 41 UCSC BOB Bob Creek 4400 44.24456
## 42 UCSC BOB Bob Creek 4400 44.24456
## 43 UCSC BOB Bob Creek 4400 44.24456
## 44 UCSC BOB Bob Creek 4400 44.24456
## 45 UCSC BOB Bob Creek 4400 44.24456
## 46 UCSC BOB Bob Creek 4400 44.24456
## 47 UCSC BOB Bob Creek 4400 44.24456
## 48 UCSC BOB Bob Creek 4400 44.24456
## 49 UCSC BOB Bob Creek 4400 44.24456
## 50 UCSC BOB Bob Creek 4400 44.24456
## 51 UCSC BOB Bob Creek 4400 44.24456
## 52 UCSC BOB Bob Creek 4400 44.24456
## 53 UCSC BOB Bob Creek 4400 44.24456
## 54 UCSC BOB Bob Creek 4400 44.24456
## 55 UCSC BOB Bob Creek 4400 44.24456
## 56 UCSC BOB Bob Creek 4400 44.24456
## 57 UCSC BOB Bob Creek 4400 44.24456
## 58 UCSC BOB Bob Creek 4400 44.24456
## 59 UCSC BOB Bob Creek 4400 44.24456
## 60 UCSC BRN Burnt Hill 4900 42.22814
## 61 UCSC BRN Burnt Hill 4900 42.22814
## 62 UCSC BRN Burnt Hill 4900 42.22814
## 63 UCSC BRN Burnt Hill 4900 42.22814
## 64 UCSC BRN Burnt Hill 4900 42.22814
## 65 UCSC BRN Burnt Hill 4900 42.22814
## 66 UCSC BRN Burnt Hill 4900 42.22814
## 67 UCSC BRN Burnt Hill 4900 42.22814
## 68 UCSC BRN Burnt Hill 4900 42.22814
## 69 UCSC BRN Burnt Hill 4900 42.22814
## 70 UCSC BRN Burnt Hill 4900 42.22814
## 71 UCSC BRN Burnt Hill 4900 42.22814
## 72 UCSC BRN Burnt Hill 4900 42.22814
## 73 UCSC BRN Burnt Hill 4900 42.22814
## 74 UCSC BRN Burnt Hill 4900 42.22814
## 75 UCSC BRN Burnt Hill 4900 42.22814
## 76 UCSC BRN Burnt Hill 4900 42.22814
## 77 UCSC BRN Burnt Hill 4900 42.22814
## 78 UCSC BRN Burnt Hill 4900 42.22814
## 79 UCSC BRN Burnt Hill 4900 42.22814
## 80 UCSC BRN Burnt Hill 4900 42.22814
## 81 UCSC BRN Burnt Hill 4900 42.22814
## 82 UCSC BRN Burnt Hill 4900 42.22814
## 83 UCSC BRN Burnt Hill 4900 42.22814
## 84 UCSC BRN Burnt Hill 4900 42.22814
## 85 UCSC BRN Burnt Hill 4900 42.22814
## 86 UCSC BRN Burnt Hill 4900 42.22814
## 87 UCSC BRN Burnt Hill 4900 42.22814
## 88 UCSC BRN Burnt Hill 4900 42.22814
## 89 UCSC BRN Burnt Hill 4900 42.22814
## 90 UCSC BRN Burnt Hill 4900 42.22814
## 91 UCSC BRN Burnt Hill 4900 42.22814
## 92 UCSC BRN Burnt Hill 4900 42.22814
## 93 UCSC BRN Burnt Hill 4900 42.22814
## 94 UCSC BRN Burnt Hill 4900 42.22814
## 95 UCSC BRN Burnt Hill 4900 42.22814
## 96 UCSC BRN Burnt Hill 4900 42.22814
## 97 UCSC BRN Burnt Hill 4900 42.22814
## 98 UCSC BRN Burnt Hill 4900 42.22814
## 99 UCSC BRN Burnt Hill 4900 42.22814
## 100 UCSC BRN Burnt Hill 4900 42.22814
## 101 UCSC BRN Burnt Hill 4900 42.22814
## 102 UCSC BRN Burnt Hill 4900 42.22814
## 103 UCSC BRN Burnt Hill 4900 42.22814
## 104 UCSC BRN Burnt Hill 4900 42.22814
## 105 UCSC BRN Burnt Hill 4900 42.22814
## 106 UCSC BRN Burnt Hill 4900 42.22814
## 107 UCSC BRN Burnt Hill 4900 42.22814
## 108 UCSC BRN Burnt Hill 4900 42.22814
## 109 UCSC BRN Burnt Hill 4900 42.22814
## 110 CSUF CRCO Crystal Cove 6660 33.57078
## 111 CSUF CRCO Crystal Cove 6660 33.57078
## 112 CSUF CRCO Crystal Cove 6660 33.57078
## 113 CSUF CRCO Crystal Cove 6660 33.57078
## 114 CSUF CRCO Crystal Cove 6660 33.57078
## 115 CSUF CRCO Crystal Cove 6660 33.57078
## 116 CSUF CRCO Crystal Cove 6660 33.57078
## 117 CSUF CRCO Crystal Cove 6660 33.57078
## 118 CSUF CRCO Crystal Cove 6660 33.57078
## 119 CSUF CRCO Crystal Cove 6660 33.57078
## 120 CSUF CRCO Crystal Cove 6660 33.57078
## 121 CSUF CRCO Crystal Cove 6660 33.57078
## 122 CSUF CRCO Crystal Cove 6660 33.57078
## 123 CSUF CRCO Crystal Cove 6660 33.57078
## 124 CSUF CRCO Crystal Cove 6660 33.57078
## 125 CSUF CRCO Crystal Cove 6660 33.57078
## 126 CSUF CRCO Crystal Cove 6660 33.57078
## 127 CSUF CRCO Crystal Cove 6660 33.57078
## 128 CSUF CRCO Crystal Cove 6660 33.57078
## 129 CSUF CRCO Crystal Cove 6660 33.57078
## 130 CSUF CRCO Crystal Cove 6660 33.57078
## 131 CSUF CRCO Crystal Cove 6660 33.57078
## 132 CSUF CRCO Crystal Cove 6660 33.57078
## 133 CSUF CRCO Crystal Cove 6660 33.57078
## 134 CSUF CRCO Crystal Cove 6660 33.57078
## 135 CSUF CRCO Crystal Cove 6660 33.57078
## 136 CSUF CRCO Crystal Cove 6660 33.57078
## 137 CSUF CRCO Crystal Cove 6660 33.57078
## 138 CSUF CRCO Crystal Cove 6660 33.57078
## 139 CSUF CRCO Crystal Cove 6660 33.57078
## 140 CSUF CRCO Crystal Cove 6660 33.57078
## 141 CSUF CRCO Crystal Cove 6660 33.57078
## 142 CSUF CRCO Crystal Cove 6660 33.57078
## 143 CSUF CRCO Crystal Cove 6660 33.57078
## 144 CSUF CRCO Crystal Cove 6660 33.57078
## 145 CSUF CRCO Crystal Cove 6660 33.57078
## 146 CSUF CRCO Crystal Cove 6660 33.57078
## 147 CSUF CRCO Crystal Cove 6660 33.57078
## 148 CSUF CRCO Crystal Cove 6660 33.57078
## 149 CSUF CRCO Crystal Cove 6660 33.57078
## 150 CSUF CRCO Crystal Cove 6660 33.57078
## 151 CSUF CRCO Crystal Cove 6660 33.57078
## 152 UCSB CRCO Crystal Cove 6660 33.57078
## 153 UCSB CRCO Crystal Cove 6660 33.57078
## 154 CSUF CRCO Crystal Cove 6660 33.57078
## 155 UCSB CRCO Crystal Cove 6660 33.57078
## 156 UCSB CRCO Crystal Cove 6660 33.57078
## 157 UCSB CRCO Crystal Cove 6660 33.57078
## 158 UCSB CRCO Crystal Cove 6660 33.57078
## 159 CSUF CRCO Crystal Cove 6660 33.57078
## 160 UCSB CRCO Crystal Cove 6660 33.57078
## 161 UCSB CRCO Crystal Cove 6660 33.57078
## 162 CSUF CRCO Crystal Cove 6660 33.57078
## 163 CSUF CRCO Crystal Cove 6660 33.57078
## 164 CSUF CRCO Crystal Cove 6660 33.57078
## 165 CSUF CRCO Crystal Cove 6660 33.57078
## 166 CSUF CRCO Crystal Cove 6660 33.57078
## 167 CSUF CRCO Crystal Cove 6660 33.57078
## 168 CSUF CRCO Crystal Cove 6660 33.57078
## 169 CSUF CRCO Crystal Cove 6660 33.57078
## 170 CSUF CRCO Crystal Cove 6660 33.57078
## 171 CSUF CRCO Crystal Cove 6660 33.57078
## 172 CSUF CRCO Crystal Cove 6660 33.57078
## 173 CSUF CRCO Crystal Cove 6660 33.57078
## 174 UCSC DMN Damnation Creek 5020 41.65249
## 175 UCSC DMN Damnation Creek 5020 41.65249
## 176 UCSC DMN Damnation Creek 5020 41.65249
## 177 UCSC DMN Damnation Creek 5020 41.65249
## 178 UCSC DMN Damnation Creek 5020 41.65249
## 179 UCSC DMN Damnation Creek 5020 41.65249
## 180 UCSC DMN Damnation Creek 5020 41.65249
## 181 UCSC DMN Damnation Creek 5020 41.65249
## 182 UCSC DMN Damnation Creek 5020 41.65249
## 183 UCSC DMN Damnation Creek 5020 41.65249
## 184 UCSC DMN Damnation Creek 5020 41.65249
## 185 UCSC DMN Damnation Creek 5020 41.65249
## 186 UCSC DMN Damnation Creek 5020 41.65249
## 187 UCSC DMN Damnation Creek 5020 41.65249
## 188 UCSC DMN Damnation Creek 5020 41.65249
## 189 UCSC DMN Damnation Creek 5020 41.65249
## 190 UCSC DMN Damnation Creek 5020 41.65249
## 191 UCSC DMN Damnation Creek 5020 41.65249
## 192 UCSC DMN Damnation Creek 5020 41.65249
## 193 UCSC DMN Damnation Creek 5020 41.65249
## 194 UCSC DMN Damnation Creek 5020 41.65249
## 195 UCSC DMN Damnation Creek 5020 41.65249
## 196 UCSC DMN Damnation Creek 5020 41.65249
## 197 UCSC DMN Damnation Creek 5020 41.65249
## 198 UCSC DMN Damnation Creek 5020 41.65249
## 199 UCSC DMN Damnation Creek 5020 41.65249
## 200 UCSC DMN Damnation Creek 5020 41.65249
## 201 UCSC DMN Damnation Creek 5020 41.65249
## 202 UCSC DMN Damnation Creek 5020 41.65249
## 203 UCSC DMN Damnation Creek 5020 41.65249
## 204 UCSC DMN Damnation Creek 5020 41.65249
## 205 UCSC DMN Damnation Creek 5020 41.65249
## 206 UCSC DMN Damnation Creek 5020 41.65249
## 207 UCSC DMN Damnation Creek 5020 41.65249
## 208 UCSC DMN Damnation Creek 5020 41.65249
## 209 UCSC DMN Damnation Creek 5020 41.65249
## 210 UCSC DMN Damnation Creek 5020 41.65249
## 211 UCSC DMN Damnation Creek 5020 41.65249
## 212 UCSC DMN Damnation Creek 5020 41.65249
## 213 UCSC DMN Damnation Creek 5020 41.65249
## 214 UCSC DMN Damnation Creek 5020 41.65249
## 215 UCSC DMN Damnation Creek 5020 41.65249
## 216 UCSC DMN Damnation Creek 5020 41.65249
## 217 UCSC DMN Damnation Creek 5020 41.65249
## 218 UCSC DMN Damnation Creek 5020 41.65249
## 219 UCSC DMN Damnation Creek 5020 41.65249
## 220 UCSC DMN Damnation Creek 5020 41.65249
## 221 UCSC DMN Damnation Creek 5020 41.65249
## 222 UCSC DMN Damnation Creek 5020 41.65249
## 223 UCSC DMN Damnation Creek 5020 41.65249
## 224 UCSC DMN Damnation Creek 5020 41.65249
## 225 UCSC DMN Damnation Creek 5020 41.65249
## 226 UCSC DMN Damnation Creek 5020 41.65249
## 227 UCSC DMN Damnation Creek 5020 41.65249
## 228 UCSC DMN Damnation Creek 5020 41.65249
## 229 UCSC DMN Damnation Creek 5020 41.65249
## 230 UCSC DMN Damnation Creek 5020 41.65249
## 231 UCSC DMN Damnation Creek 5020 41.65249
## 232 UCSC DMN Damnation Creek 5020 41.65249
## 233 UCSC DMN Damnation Creek 5020 41.65249
## 234 UCSC END Enderts 5010 41.69000
## 235 UCSC END Enderts 5010 41.69000
## 236 UCSC END Enderts 5010 41.69000
## 237 UCSC END Enderts 5010 41.69000
## 238 UCSC END Enderts 5010 41.69000
## 239 UCSC END Enderts 5010 41.69000
## 240 UCSC END Enderts 5010 41.69000
## 241 UCSC END Enderts 5010 41.69000
## 242 UCSC END Enderts 5010 41.69000
## 243 UCSC END Enderts 5010 41.69000
## 244 UCSC END Enderts 5010 41.69000
## 245 UCSC END Enderts 5010 41.69000
## 246 UCSC END Enderts 5010 41.69000
## 247 UCSC END Enderts 5010 41.69000
## 248 UCSC END Enderts 5010 41.69000
## 249 UCSC END Enderts 5010 41.69000
## 250 UCSC END Enderts 5010 41.69000
## 251 UCSC END Enderts 5010 41.69000
## 252 UCSC END Enderts 5010 41.69000
## 253 UCSC END Enderts 5010 41.69000
## 254 UCSC END Enderts 5010 41.69000
## 255 UCSC END Enderts 5010 41.69000
## 256 UCSC END Enderts 5010 41.69000
## 257 UCSC END Enderts 5010 41.69000
## 258 UCSC END Enderts 5010 41.69000
## 259 UCSC END Enderts 5010 41.69000
## 260 UCSC END Enderts 5010 41.69000
## 261 UCSC END Enderts 5010 41.69000
## 262 UCSC END Enderts 5010 41.69000
## 263 UCSC END Enderts 5010 41.69000
## 264 UCSC END Enderts 5010 41.69000
## 265 UCSC END Enderts 5010 41.69000
## 266 UCSC END Enderts 5010 41.69000
## 267 UCSC END Enderts 5010 41.69000
## 268 UCSC END Enderts 5010 41.69000
## 269 UCSC END Enderts 5010 41.69000
## 270 UCSC END Enderts 5010 41.69000
## 271 UCSC END Enderts 5010 41.69000
## 272 UCSC END Enderts 5010 41.69000
## 273 UCSC END Enderts 5010 41.69000
## 274 UCSC END Enderts 5010 41.69000
## 275 UCSC END Enderts 5010 41.69000
## 276 UCSC END Enderts 5010 41.69000
## 277 UCSC END Enderts 5010 41.69000
## 278 UCSC END Enderts 5010 41.69000
## 279 UCSC END Enderts 5010 41.69000
## 280 UCSC END Enderts 5010 41.69000
## 281 UCSC END Enderts 5010 41.69000
## 282 UCSC END Enderts 5010 41.69000
## 283 UCSC END Enderts 5010 41.69000
## 284 UCSC END Enderts 5010 41.69000
## 285 UCSC END Enderts 5010 41.69000
## 286 UCSC END Enderts 5010 41.69000
## 287 UCSC END Enderts 5010 41.69000
## 288 UCSC END Enderts 5010 41.69000
## 289 UCSC END Enderts 5010 41.69000
## 290 UCSC END Enderts 5010 41.69000
## 291 UCSC END Enderts 5010 41.69000
## 292 UCSC END Enderts 5010 41.69000
## 293 UCSC END Enderts 5010 41.69000
## 294 UCSC END Enderts 5010 41.69000
## 295 UCSC END Enderts 5010 41.69000
## 296 UCSC END Enderts 5010 41.69000
## 297 UCSC END Enderts 5010 41.69000
## 298 UCSC END Enderts 5010 41.69000
## 299 UCSC END Enderts 5010 41.69000
## 300 UCSC END Enderts 5010 41.69000
## 301 UCSC END Enderts 5010 41.69000
## 302 UCSC END Enderts 5010 41.69000
## 303 UCSC END Enderts 5010 41.69000
## 304 UCSC END Enderts 5010 41.69000
## 305 UCSC END Enderts 5010 41.69000
## 306 UCSC END Enderts 5010 41.69000
## 307 UCSC END Enderts 5010 41.69000
## 308 UCSC END Enderts 5010 41.69000
## 309 UCSC END Enderts 5010 41.69000
## 310 UCSC END Enderts 5010 41.69000
## 311 UCSC END Enderts 5010 41.69000
## 312 UCSC END Enderts 5010 41.69000
## 313 UCSC END Enderts 5010 41.69000
## 314 UCSC END Enderts 5010 41.69000
## 315 UCSC END Enderts 5010 41.69000
## 316 UCSC END Enderts 5010 41.69000
## 317 UCSC END Enderts 5010 41.69000
## 318 UCSC END Enderts 5010 41.69000
## 319 UCSC END Enderts 5010 41.69000
## 320 UCSC END Enderts 5010 41.69000
## 321 UCSC END Enderts 5010 41.69000
## 322 UCSC END Enderts 5010 41.69000
## 323 UCSC END Enderts 5010 41.69000
## 324 UCSC END Enderts 5010 41.69000
## 325 UCSC END Enderts 5010 41.69000
## 326 UCSC END Enderts 5010 41.69000
## 327 UCSC END Enderts 5010 41.69000
## 328 UCSC END Enderts 5010 41.69000
## 329 UCSC END Enderts 5010 41.69000
## 330 UCSC END Enderts 5010 41.69000
## 331 UCSC END Enderts 5010 41.69000
## 332 UCSC END Enderts 5010 41.69000
## 333 UCSC END Enderts 5010 41.69000
## 334 UCSC END Enderts 5010 41.69000
## 335 UCSC END Enderts 5010 41.69000
## 336 UCSC END Enderts 5010 41.69000
## 337 UCSC END Enderts 5010 41.69000
## 338 UCSC END Enderts 5010 41.69000
## 339 UCSC END Enderts 5010 41.69000
## 340 UCSC END Enderts 5010 41.69000
## 341 UCSC END Enderts 5010 41.69000
## 342 UCSC END Enderts 5010 41.69000
## 343 UCSC END Enderts 5010 41.69000
## 344 UCSC END Enderts 5010 41.69000
## 345 UCSC END Enderts 5010 41.69000
## 346 UCSC END Enderts 5010 41.69000
## 347 UCSC END Enderts 5010 41.69000
## 348 UCSC END Enderts 5010 41.69000
## 349 UCSC END Enderts 5010 41.69000
## 350 UCSC END Enderts 5010 41.69000
## 351 UCSC END Enderts 5010 41.69000
## 352 UCSC FKC False Klamath Cove 5030 41.59476
## 353 UCSC FKC False Klamath Cove 5030 41.59476
## 354 UCSC FKC False Klamath Cove 5030 41.59476
## 355 UCSC FKC False Klamath Cove 5030 41.59476
## 356 UCSC FKC False Klamath Cove 5030 41.59476
## 357 UCSC FKC False Klamath Cove 5030 41.59476
## 358 UCSC FKC False Klamath Cove 5030 41.59476
## 359 UCSC FKC False Klamath Cove 5030 41.59476
## 360 UCSC FKC False Klamath Cove 5030 41.59476
## 361 UCSC FKC False Klamath Cove 5030 41.59476
## 362 UCSC FKC False Klamath Cove 5030 41.59476
## 363 UCSC FKC False Klamath Cove 5030 41.59476
## 364 UCSC FKC False Klamath Cove 5030 41.59476
## 365 UCSC FKC False Klamath Cove 5030 41.59476
## 366 UCSC FKC False Klamath Cove 5030 41.59476
## 367 UCSC FKC False Klamath Cove 5030 41.59476
## 368 UCSC FKC False Klamath Cove 5030 41.59476
## 369 UCSC FKC False Klamath Cove 5030 41.59476
## 370 UCSC FKC False Klamath Cove 5030 41.59476
## 371 UCSC FKC False Klamath Cove 5030 41.59476
## 372 UCSC FKC False Klamath Cove 5030 41.59476
## 373 UCSC FKC False Klamath Cove 5030 41.59476
## 374 UCSC FKC False Klamath Cove 5030 41.59476
## 375 UCSC FKC False Klamath Cove 5030 41.59476
## 376 UCSC FKC False Klamath Cove 5030 41.59476
## 377 UCSC FKC False Klamath Cove 5030 41.59476
## 378 UCSC FKC False Klamath Cove 5030 41.59476
## 379 UCSC FKC False Klamath Cove 5030 41.59476
## 380 UCSC FKC False Klamath Cove 5030 41.59476
## 381 UCSC FKC False Klamath Cove 5030 41.59476
## 382 UCSC FKC False Klamath Cove 5030 41.59476
## 383 UCSC FKC False Klamath Cove 5030 41.59476
## 384 UCSC FKC False Klamath Cove 5030 41.59476
## 385 UCSC FKC False Klamath Cove 5030 41.59476
## 386 UCSC FKC False Klamath Cove 5030 41.59476
## 387 UCSC FKC False Klamath Cove 5030 41.59476
## 388 UCSC FKC False Klamath Cove 5030 41.59476
## 389 UCSC FKC False Klamath Cove 5030 41.59476
## 390 UCSC FKC False Klamath Cove 5030 41.59476
## 391 UCSC FKC False Klamath Cove 5030 41.59476
## 392 UCSC FKC False Klamath Cove 5030 41.59476
## 393 UCSC FKC False Klamath Cove 5030 41.59476
## 394 UCSC FKC False Klamath Cove 5030 41.59476
## 395 UCSC FKC False Klamath Cove 5030 41.59476
## 396 UCSC FKC False Klamath Cove 5030 41.59476
## 397 UCSC FKC False Klamath Cove 5030 41.59476
## 398 UCSC FKC False Klamath Cove 5030 41.59476
## 399 UCSC FKC False Klamath Cove 5030 41.59476
## 400 UCSC FKC False Klamath Cove 5030 41.59476
## 401 UCSC FKC False Klamath Cove 5030 41.59476
## 402 UCSC FKC False Klamath Cove 5030 41.59476
## 403 UCSC FKC False Klamath Cove 5030 41.59476
## 404 UCSC FKC False Klamath Cove 5030 41.59476
## 405 UCSC FKC False Klamath Cove 5030 41.59476
## 406 UCSC FKC False Klamath Cove 5030 41.59476
## 407 UCSC FKC False Klamath Cove 5030 41.59476
## 408 UCSC FKC False Klamath Cove 5030 41.59476
## 409 UCSC FKC False Klamath Cove 5030 41.59476
## 410 UCSC FKC False Klamath Cove 5030 41.59476
## 411 UCSC FKC False Klamath Cove 5030 41.59476
## 412 UCSC FKC False Klamath Cove 5030 41.59476
## 413 UCSC FKC False Klamath Cove 5030 41.59476
## 414 UCSC FKC False Klamath Cove 5030 41.59476
## 415 UCSC FKC False Klamath Cove 5030 41.59476
## 416 UCSC FKC False Klamath Cove 5030 41.59476
## 417 UCSC FKC False Klamath Cove 5030 41.59476
## 418 UCSC FKC False Klamath Cove 5030 41.59476
## 419 UCSC FKC False Klamath Cove 5030 41.59476
## 420 UCSC FKC False Klamath Cove 5030 41.59476
## 421 UCSC FKC False Klamath Cove 5030 41.59476
## 422 UCSC FKC False Klamath Cove 5030 41.59476
## 423 UCSC FKC False Klamath Cove 5030 41.59476
## 424 UCSC FKC False Klamath Cove 5030 41.59476
## 425 UCSC FKC False Klamath Cove 5030 41.59476
## 426 UCSC FKC False Klamath Cove 5030 41.59476
## 427 UCSC FKC False Klamath Cove 5030 41.59476
## 428 UCSC FKC False Klamath Cove 5030 41.59476
## 429 UCSC FKC False Klamath Cove 5030 41.59476
## 430 UCSC FKC False Klamath Cove 5030 41.59476
## 431 UCSC FKC False Klamath Cove 5030 41.59476
## 432 UCSC FKC False Klamath Cove 5030 41.59476
## 433 UCSC FKC False Klamath Cove 5030 41.59476
## 434 UCSC FKC False Klamath Cove 5030 41.59476
## 435 UCSC FKC False Klamath Cove 5030 41.59476
## 436 UCSC FKC False Klamath Cove 5030 41.59476
## 437 UCSC FKC False Klamath Cove 5030 41.59476
## 438 UCSC FKC False Klamath Cove 5030 41.59476
## 439 UCSC FOG Fogarty Creek 4300 44.83864
## 440 UCSC FOG Fogarty Creek 4300 44.83864
## 441 UCSC FOG Fogarty Creek 4300 44.83864
## 442 UCSC FOG Fogarty Creek 4300 44.83864
## 443 UCSC FOG Fogarty Creek 4300 44.83864
## 444 UCSC FOG Fogarty Creek 4300 44.83864
## 445 UCSC FOG Fogarty Creek 4300 44.83864
## 446 UCSC FOG Fogarty Creek 4300 44.83864
## 447 UCSC FOG Fogarty Creek 4300 44.83864
## 448 UCSC FOG Fogarty Creek 4300 44.83864
## 449 UCSC FOG Fogarty Creek 4300 44.83864
## 450 UCSC FOG Fogarty Creek 4300 44.83864
## 451 UCSC FOG Fogarty Creek 4300 44.83864
## 452 UCSC FOG Fogarty Creek 4300 44.83864
## 453 UCSC FOG Fogarty Creek 4300 44.83864
## 454 UCSC FOG Fogarty Creek 4300 44.83864
## 455 UCSC FOG Fogarty Creek 4300 44.83864
## 456 UCSC FOG Fogarty Creek 4300 44.83864
## 457 UCSC FOG Fogarty Creek 4300 44.83864
## 458 UCSC FOG Fogarty Creek 4300 44.83864
## 459 UCSC FOG Fogarty Creek 4300 44.83864
## 460 UCSC FOG Fogarty Creek 4300 44.83864
## 461 UCSC FOG Fogarty Creek 4300 44.83864
## 462 UCSC FOG Fogarty Creek 4300 44.83864
## 463 UCSC FOG Fogarty Creek 4300 44.83864
## 464 UCSC FOG Fogarty Creek 4300 44.83864
## 465 UCSC FOG Fogarty Creek 4300 44.83864
## 466 UCSC FOG Fogarty Creek 4300 44.83864
## 467 UCSC FOG Fogarty Creek 4300 44.83864
## 468 UCSC FOG Fogarty Creek 4300 44.83864
## 469 UCSC FOG Fogarty Creek 4300 44.83864
## 470 UCSC FOG Fogarty Creek 4300 44.83864
## 471 UCSC FOG Fogarty Creek 4300 44.83864
## 472 UCSC FOG Fogarty Creek 4300 44.83864
## 473 UCSC FOG Fogarty Creek 4300 44.83864
## 474 UCSC FOG Fogarty Creek 4300 44.83864
## 475 UCSC FOG Fogarty Creek 4300 44.83864
## 476 UCSC FOG Fogarty Creek 4300 44.83864
## 477 UCSC FOG Fogarty Creek 4300 44.83864
## 478 UCSC FOG Fogarty Creek 4300 44.83864
## 479 UCSC FOG Fogarty Creek 4300 44.83864
## 480 UCSC FOG Fogarty Creek 4300 44.83864
## 481 UCSC FOG Fogarty Creek 4300 44.83864
## 482 UCSC FOG Fogarty Creek 4300 44.83864
## 483 UCSC FOG Fogarty Creek 4300 44.83864
## 484 UCSC FOG Fogarty Creek 4300 44.83864
## 485 UCSC FOG Fogarty Creek 4300 44.83864
## 486 UCSC FOG Fogarty Creek 4300 44.83864
## 487 UCSC FOG Fogarty Creek 4300 44.83864
## 488 UCSC FOG Fogarty Creek 4300 44.83864
## 489 UCSC FOG Fogarty Creek 4300 44.83864
## 490 UCSC FOG Fogarty Creek 4300 44.83864
## 491 UCSC FOG Fogarty Creek 4300 44.83864
## 492 UCSC FOG Fogarty Creek 4300 44.83864
## 493 UCSC FOG Fogarty Creek 4300 44.83864
## 494 UCSC FOG Fogarty Creek 4300 44.83864
## 495 UCSC FOG Fogarty Creek 4300 44.83864
## 496 UCSC FOG Fogarty Creek 4300 44.83864
## 497 UCSC FOG Fogarty Creek 4300 44.83864
## 498 UCSC FOG Fogarty Creek 4300 44.83864
## 499 OCNMS GREN Point Grenville 3980 47.30255
## 500 OCNMS GREN Point Grenville 3980 47.30255
## 501 OCNMS GREN Point Grenville 3980 47.30255
## 502 OCNMS GREN Point Grenville 3980 47.30255
## 503 OCNMS GREN Point Grenville 3980 47.30255
## 504 OCNMS GREN Point Grenville 3980 47.30255
## 505 OCNMS GREN Point Grenville 3980 47.30255
## 506 OCNMS GREN Point Grenville 3980 47.30255
## 507 OCNMS GREN Point Grenville 3980 47.30255
## 508 OCNMS GREN Point Grenville 3980 47.30255
## 509 OCNMS GREN Point Grenville 3980 47.30255
## 510 OCNMS GREN Point Grenville 3980 47.30255
## 511 OCNMS GREN Point Grenville 3980 47.30255
## 512 OCNMS GREN Point Grenville 3980 47.30255
## 513 OCNMS GREN Point Grenville 3980 47.30255
## 514 OCNMS GREN Point Grenville 3980 47.30255
## 515 OCNMS GREN Point Grenville 3980 47.30255
## 516 OCNMS GREN Point Grenville 3980 47.30255
## 517 OCNMS GREN Point Grenville 3980 47.30255
## 518 OCNMS GREN Point Grenville 3980 47.30255
## 519 OCNMS GREN Point Grenville 3980 47.30255
## 520 OCNMS GREN Point Grenville 3980 47.30255
## 521 OCNMS GREN Point Grenville 3980 47.30255
## 522 OCNMS GREN Point Grenville 3980 47.30255
## 523 OCNMS GREN Point Grenville 3980 47.30255
## 524 OCNMS GREN Point Grenville 3980 47.30255
## 525 OCNMS GREN Point Grenville 3980 47.30255
## 526 OCNMS GREN Point Grenville 3980 47.30255
## 527 OCNMS GREN Point Grenville 3980 47.30255
## 528 OCNMS GREN Point Grenville 3980 47.30255
## 529 OCNMS GREN Point Grenville 3980 47.30255
## 530 OCNMS GREN Point Grenville 3980 47.30255
## 531 OCNMS GREN Point Grenville 3980 47.30255
## 532 OCNMS GREN Point Grenville 3980 47.30255
## 533 OCNMS GREN Point Grenville 3980 47.30255
## 534 UCSC MCR Mill Creek 6220 35.97965
## 535 UCSC MCR Mill Creek 6220 35.97965
## 536 UCSC MCR Mill Creek 6220 35.97965
## 537 UCSC MCR Mill Creek 6220 35.97965
## 538 UCSC MCR Mill Creek 6220 35.97965
## 539 UCSC MCR Mill Creek 6220 35.97965
## 540 UCSC MCR Mill Creek 6220 35.97965
## 541 UCSC MCR Mill Creek 6220 35.97965
## 542 UCSC MCR Mill Creek 6220 35.97965
## 543 UCSC MCR Mill Creek 6220 35.97965
## 544 UCSC MCR Mill Creek 6220 35.97965
## 545 UCSC MCR Mill Creek 6220 35.97965
## 546 UCSC MCR Mill Creek 6220 35.97965
## 547 UCSC MCR Mill Creek 6220 35.97965
## 548 UCSC MCR Mill Creek 6220 35.97965
## 549 UCSC MCR Mill Creek 6220 35.97965
## 550 UCSC MCR Mill Creek 6220 35.97965
## 551 UCSC MCR Mill Creek 6220 35.97965
## 552 UCSC MCR Mill Creek 6220 35.97965
## 553 UCSC MCR Mill Creek 6220 35.97965
## 554 UCSC MCR Mill Creek 6220 35.97965
## 555 UCSC MCR Mill Creek 6220 35.97965
## 556 UCSC MCR Mill Creek 6220 35.97965
## 557 UCSC MCR Mill Creek 6220 35.97965
## 558 UCSC MCR Mill Creek 6220 35.97965
## 559 UCSC MCR Mill Creek 6220 35.97965
## 560 UCSC MCR Mill Creek 6220 35.97965
## 561 UCSC MCR Mill Creek 6220 35.97965
## 562 UCSC MCR Mill Creek 6220 35.97965
## 563 UCSC MCR Mill Creek 6220 35.97965
## 564 UCSC MCR Mill Creek 6220 35.97965
## 565 UCSC MCR Mill Creek 6220 35.97965
## 566 UCSC MCR Mill Creek 6220 35.97965
## 567 UCSC MCR Mill Creek 6220 35.97965
## 568 UCSC MCR Mill Creek 6220 35.97965
## 569 UCSC MCR Mill Creek 6220 35.97965
## 570 UCSC MCR Mill Creek 6220 35.97965
## 571 UCSC MCR Mill Creek 6220 35.97965
## 572 UCSC MCR Mill Creek 6220 35.97965
## 573 UCSC MCR Mill Creek 6220 35.97965
## 574 UCSC MCR Mill Creek 6220 35.97965
## 575 UCSC MCR Mill Creek 6220 35.97965
## 576 UCSC MCR Mill Creek 6220 35.97965
## 577 UCSC MCR Mill Creek 6220 35.97965
## 578 UCSC MCR Mill Creek 6220 35.97965
## 579 UCSC MCR Mill Creek 6220 35.97965
## 580 UCSC MCR Mill Creek 6220 35.97965
## 581 UCSC MCR Mill Creek 6220 35.97965
## 582 UCSC MCR Mill Creek 6220 35.97965
## 583 UCSC MCR Mill Creek 6220 35.97965
## 584 UCSC MCR Mill Creek 6220 35.97965
## 585 UCSC MCR Mill Creek 6220 35.97965
## 586 UCSC MCR Mill Creek 6220 35.97965
## 587 UCSC MCR Mill Creek 6220 35.97965
## 588 UCSC MCR Mill Creek 6220 35.97965
## 589 UCSC MCR Mill Creek 6220 35.97965
## 590 UCSC MCR Mill Creek 6220 35.97965
## 591 UCSC MCR Mill Creek 6220 35.97965
## 592 UCSC MCR Mill Creek 6220 35.97965
## 593 UCSC MCR Mill Creek 6220 35.97965
## 594 UCSC MCR Mill Creek 6220 35.97965
## 595 UCSC MCR Mill Creek 6220 35.97965
## 596 UCSC MCR Mill Creek 6220 35.97965
## 597 UCSC MCR Mill Creek 6220 35.97965
## 598 UCSC MCR Mill Creek 6220 35.97965
## 599 UCSC MCR Mill Creek 6220 35.97965
## 600 UCSC MCR Mill Creek 6220 35.97965
## 601 UCSC MCR Mill Creek 6220 35.97965
## 602 UCSC MCR Mill Creek 6220 35.97965
## 603 UCSC MCR Mill Creek 6220 35.97965
## 604 UCSC MCR Mill Creek 6220 35.97965
## 605 UCSC MOL Andrew Molera 6190 36.28061
## 606 UCSC MOL Andrew Molera 6190 36.28061
## 607 UCSC MOL Andrew Molera 6190 36.28061
## 608 UCSC MOL Andrew Molera 6190 36.28061
## 609 UCSC MOL Andrew Molera 6190 36.28061
## 610 UCSC MOL Andrew Molera 6190 36.28061
## 611 UCSC MOL Andrew Molera 6190 36.28061
## 612 UCSC MOL Andrew Molera 6190 36.28061
## 613 UCSC MOL Andrew Molera 6190 36.28061
## 614 UCSC MOL Andrew Molera 6190 36.28061
## 615 UCSC MOL Andrew Molera 6190 36.28061
## 616 UCSC MOL Andrew Molera 6190 36.28061
## 617 UCSC MOL Andrew Molera 6190 36.28061
## 618 UCSC MOL Andrew Molera 6190 36.28061
## 619 UCSC MOL Andrew Molera 6190 36.28061
## 620 UCSC MOL Andrew Molera 6190 36.28061
## 621 UCSC MOL Andrew Molera 6190 36.28061
## 622 UCSC MOL Andrew Molera 6190 36.28061
## 623 UCSC MOL Andrew Molera 6190 36.28061
## 624 UCSC MOL Andrew Molera 6190 36.28061
## 625 UCSC MOL Andrew Molera 6190 36.28061
## 626 UCSC MOL Andrew Molera 6190 36.28061
## 627 UCSC MOL Andrew Molera 6190 36.28061
## 628 UCSC MOL Andrew Molera 6190 36.28061
## 629 UCSC MOL Andrew Molera 6190 36.28061
## 630 UCSC MOL Andrew Molera 6190 36.28061
## 631 UCSC MOL Andrew Molera 6190 36.28061
## 632 UCSC MOL Andrew Molera 6190 36.28061
## 633 UCSC MOL Andrew Molera 6190 36.28061
## 634 UCSC MOL Andrew Molera 6190 36.28061
## 635 UCSC MOL Andrew Molera 6190 36.28061
## 636 UCSC MOL Andrew Molera 6190 36.28061
## 637 UCSC MOL Andrew Molera 6190 36.28061
## 638 UCSC MOL Andrew Molera 6190 36.28061
## 639 UCSC MOL Andrew Molera 6190 36.28061
## 640 UCSC MOL Andrew Molera 6190 36.28061
## 641 UCSC MOL Andrew Molera 6190 36.28061
## 642 UCSC MOL Andrew Molera 6190 36.28061
## 643 UCSC MOL Andrew Molera 6190 36.28061
## 644 UCSC MOL Andrew Molera 6190 36.28061
## 645 UCSC MOL Andrew Molera 6190 36.28061
## 646 UCSC MOL Andrew Molera 6190 36.28061
## 647 UCSC MOL Andrew Molera 6190 36.28061
## 648 UCSC MOL Andrew Molera 6190 36.28061
## 649 UCSC MOL Andrew Molera 6190 36.28061
## 650 UCSC MOL Andrew Molera 6190 36.28061
## 651 UCSC MOL Andrew Molera 6190 36.28061
## 652 UCSC MOL Andrew Molera 6190 36.28061
## 653 UCSC MOL Andrew Molera 6190 36.28061
## 654 UCSC MOL Andrew Molera 6190 36.28061
## 655 UCSC MOL Andrew Molera 6190 36.28061
## 656 UCSC MOL Andrew Molera 6190 36.28061
## 657 UCSC MOL Andrew Molera 6190 36.28061
## 658 UCSC MOL Andrew Molera 6190 36.28061
## 659 UCSC MOL Andrew Molera 6190 36.28061
## 660 UCSC MOL Andrew Molera 6190 36.28061
## 661 UCSC MOL Andrew Molera 6190 36.28061
## 662 UCSC MOL Andrew Molera 6190 36.28061
## 663 UCSC MOL Andrew Molera 6190 36.28061
## 664 UCSC MOL Andrew Molera 6190 36.28061
## 665 UCSC MOL Andrew Molera 6190 36.28061
## 666 UCSC MOL Andrew Molera 6190 36.28061
## 667 UCSC MOL Andrew Molera 6190 36.28061
## 668 UCSC MOL Andrew Molera 6190 36.28061
## 669 UCSC MOL Andrew Molera 6190 36.28061
## 670 UCSC MOL Andrew Molera 6190 36.28061
## 671 UCSC MOL Andrew Molera 6190 36.28061
## 672 UCSC MOL Andrew Molera 6190 36.28061
## 673 UCSC MOL Andrew Molera 6190 36.28061
## 674 UCLA MUSH Mussel Shoals 6500 34.35548
## 675 UCLA MUSH Mussel Shoals 6500 34.35548
## 676 UCLA MUSH Mussel Shoals 6500 34.35548
## 677 UCLA MUSH Mussel Shoals 6500 34.35548
## 678 UCLA MUSH Mussel Shoals 6500 34.35548
## 679 UCLA MUSH Mussel Shoals 6500 34.35548
## 680 UCLA MUSH Mussel Shoals 6500 34.35548
## 681 UCLA MUSH Mussel Shoals 6500 34.35548
## 682 UCLA MUSH Mussel Shoals 6500 34.35548
## 683 UCLA MUSH Mussel Shoals 6500 34.35548
## 684 UCLA MUSH Mussel Shoals 6500 34.35548
## 685 UCLA MUSH Mussel Shoals 6500 34.35548
## 686 UCLA MUSH Mussel Shoals 6500 34.35548
## 687 UCLA MUSH Mussel Shoals 6500 34.35548
## 688 UCLA MUSH Mussel Shoals 6500 34.35548
## 689 UCLA MUSH Mussel Shoals 6500 34.35548
## 690 UCLA MUSH Mussel Shoals 6500 34.35548
## 691 UCLA MUSH Mussel Shoals 6500 34.35548
## 692 UCLA MUSH Mussel Shoals 6500 34.35548
## 693 UCLA MUSH Mussel Shoals 6500 34.35548
## 694 UCLA MUSH Mussel Shoals 6500 34.35548
## 695 UCLA MUSH Mussel Shoals 6500 34.35548
## 696 UCLA MUSH Mussel Shoals 6500 34.35548
## 697 UCLA MUSH Mussel Shoals 6500 34.35548
## 698 UCLA MUSH Mussel Shoals 6500 34.35548
## 699 UCLA MUSH Mussel Shoals 6500 34.35548
## 700 UCLA MUSH Mussel Shoals 6500 34.35548
## 701 UCLA MUSH Mussel Shoals 6500 34.35548
## 702 UCLA MUSH Mussel Shoals 6500 34.35548
## 703 UCLA MUSH Mussel Shoals 6500 34.35548
## 704 UCLA MUSH Mussel Shoals 6500 34.35548
## 705 UCLA MUSH Mussel Shoals 6500 34.35548
## 706 UCLA MUSH Mussel Shoals 6500 34.35548
## 707 UCLA MUSH Mussel Shoals 6500 34.35548
## 708 UCLA MUSH Mussel Shoals 6500 34.35548
## 709 UCLA MUSH Mussel Shoals 6500 34.35548
## 710 UCLA MUSH Mussel Shoals 6500 34.35548
## 711 UCLA MUSH Mussel Shoals 6500 34.35548
## 712 UCLA MUSH Mussel Shoals 6500 34.35548
## 713 UCLA MUSH Mussel Shoals 6500 34.35548
## 714 UCLA MUSH Mussel Shoals 6500 34.35548
## 715 UCLA MUSH Mussel Shoals 6500 34.35548
## 716 UCLA MUSH Mussel Shoals 6500 34.35548
## 717 UCLA MUSH Mussel Shoals 6500 34.35548
## 718 UCLA MUSH Mussel Shoals 6500 34.35548
## 719 UCLA MUSH Mussel Shoals 6500 34.35548
## 720 UCLA MUSH Mussel Shoals 6500 34.35548
## 721 UCLA MUSH Mussel Shoals 6500 34.35548
## 722 UCLA MUSH Mussel Shoals 6500 34.35548
## 723 UCLA MUSH Mussel Shoals 6500 34.35548
## 724 UCLA MUSH Mussel Shoals 6500 34.35548
## 725 UCLA MUSH Mussel Shoals 6500 34.35548
## 726 UCLA MUSH Mussel Shoals 6500 34.35548
## 727 UCLA MUSH Mussel Shoals 6500 34.35548
## 728 UCLA MUSH Mussel Shoals 6500 34.35548
## 729 UCLA MUSH Mussel Shoals 6500 34.35548
## 730 UCLA MUSH Mussel Shoals 6500 34.35548
## 731 UCLA MUSH Mussel Shoals 6500 34.35548
## 732 UCLA MUSH Mussel Shoals 6500 34.35548
## 733 UCLA MUSH Mussel Shoals 6500 34.35548
## 734 UCLA MUSH Mussel Shoals 6500 34.35548
## 735 UCLA MUSH Mussel Shoals 6500 34.35548
## 736 UCLA MUSH Mussel Shoals 6500 34.35548
## 737 UCLA MUSH Mussel Shoals 6500 34.35548
## 738 UCLA MUSH Mussel Shoals 6500 34.35548
## 739 UCLA MUSH Mussel Shoals 6500 34.35548
## 740 UCLA MUSH Mussel Shoals 6500 34.35548
## 741 UCLA MUSH Mussel Shoals 6500 34.35548
## 742 UCLA MUSH Mussel Shoals 6500 34.35548
## 743 UCLA MUSH Mussel Shoals 6500 34.35548
## 744 UCLA MUSH Mussel Shoals 6500 34.35548
## 745 UCLA MUSH Mussel Shoals 6500 34.35548
## 746 UCLA MUSH Mussel Shoals 6500 34.35548
## 747 UCLA MUSH Mussel Shoals 6500 34.35548
## 748 UCLA MUSH Mussel Shoals 6500 34.35548
## 749 UCLA MUSH Mussel Shoals 6500 34.35548
## 750 UCLA MUSH Mussel Shoals 6500 34.35548
## 751 UCLA MUSH Mussel Shoals 6500 34.35548
## 752 UCLA MUSH Mussel Shoals 6500 34.35548
## 753 UCLA MUSH Mussel Shoals 6500 34.35548
## 754 UCLA MUSH Mussel Shoals 6500 34.35548
## 755 UCLA MUSH Mussel Shoals 6500 34.35548
## 756 UCLA MUSH Mussel Shoals 6500 34.35548
## 757 UCLA MUSH Mussel Shoals 6500 34.35548
## 758 UCSC OCC Occulto 6350 34.88122
## 759 UCSC OCC Occulto 6350 34.88122
## 760 UCSC OCC Occulto 6350 34.88122
## 761 UCSC OCC Occulto 6350 34.88122
## 762 UCSC OCC Occulto 6350 34.88122
## 763 UCSC OCC Occulto 6350 34.88122
## 764 UCSC OCC Occulto 6350 34.88122
## 765 UCSC OCC Occulto 6350 34.88122
## 766 UCSC OCC Occulto 6350 34.88122
## 767 UCSC OCC Occulto 6350 34.88122
## 768 UCSC OCC Occulto 6350 34.88122
## 769 UCSC OCC Occulto 6350 34.88122
## 770 UCSC OCC Occulto 6350 34.88122
## 771 UCSC OCC Occulto 6350 34.88122
## 772 UCSC OCC Occulto 6350 34.88122
## 773 UCSC OCC Occulto 6350 34.88122
## 774 UCSC OCC Occulto 6350 34.88122
## 775 UCSC OCC Occulto 6350 34.88122
## 776 UCSC OCC Occulto 6350 34.88122
## 777 UCSC OCC Occulto 6350 34.88122
## 778 UCSC OCC Occulto 6350 34.88122
## 779 UCSC OCC Occulto 6350 34.88122
## 780 UCSC OCC Occulto 6350 34.88122
## 781 UCSC OCC Occulto 6350 34.88122
## 782 UCSC OCC Occulto 6350 34.88122
## 783 UCSC OCC Occulto 6350 34.88122
## 784 UCSC OCC Occulto 6350 34.88122
## 785 UCSC OCC Occulto 6350 34.88122
## 786 UCSC OCC Occulto 6350 34.88122
## 787 UCSC OCC Occulto 6350 34.88122
## 788 UCSC OCC Occulto 6350 34.88122
## 789 UCSC OCC Occulto 6350 34.88122
## 790 UCSC OCC Occulto 6350 34.88122
## 791 UCSC OCC Occulto 6350 34.88122
## 792 UCSC OCC Occulto 6350 34.88122
## 793 UCSC OCC Occulto 6350 34.88122
## 794 UCSC OCC Occulto 6350 34.88122
## 795 UCSC OCC Occulto 6350 34.88122
## 796 UCSC OCC Occulto 6350 34.88122
## 797 UCSC OCC Occulto 6350 34.88122
## 798 UCSC OCC Occulto 6350 34.88122
## 799 UCSC OCC Occulto 6350 34.88122
## 800 UCSC OCC Occulto 6350 34.88122
## 801 UCSC OCC Occulto 6350 34.88122
## 802 UCSC OCC Occulto 6350 34.88122
## 803 UCSC OCC Occulto 6350 34.88122
## 804 UCSC OCC Occulto 6350 34.88122
## 805 UCSC OCC Occulto 6350 34.88122
## 806 UCSC OCC Occulto 6350 34.88122
## 807 UCSC OCC Occulto 6350 34.88122
## 808 UCSC OCC Occulto 6350 34.88122
## 809 SSSC PIRA Pirates Cove 1740 56.98661
## 810 SSSC PIRA Pirates Cove 1740 56.98661
## 811 SSSC PIRA Pirates Cove 1740 56.98661
## 812 SSSC PIRA Pirates Cove 1740 56.98661
## 813 SSSC PIRA Pirates Cove 1740 56.98661
## 814 SSSC PIRA Pirates Cove 1740 56.98661
## 815 SSSC PIRA Pirates Cove 1740 56.98661
## 816 SSSC PIRA Pirates Cove 1740 56.98661
## 817 SSSC PIRA Pirates Cove 1740 56.98661
## 818 SSSC PIRA Pirates Cove 1740 56.98661
## 819 SSSC PIRA Pirates Cove 1740 56.98661
## 820 SSSC PIRA Pirates Cove 1740 56.98661
## 821 SSSC PIRA Pirates Cove 1740 56.98661
## 822 SSSC PIRA Pirates Cove 1740 56.98661
## 823 SSSC PIRA Pirates Cove 1740 56.98661
## 824 SSSC PIRA Pirates Cove 1740 56.98661
## 825 SSSC PIRA Pirates Cove 1740 56.98661
## 826 SSSC PIRA Pirates Cove 1740 56.98661
## 827 SSSC PIRA Pirates Cove 1740 56.98661
## 828 SSSC PIRA Pirates Cove 1740 56.98661
## 829 SSSC PIRA Pirates Cove 1740 56.98661
## 830 SSSC PIRA Pirates Cove 1740 56.98661
## 831 SSSC PIRA Pirates Cove 1740 56.98661
## 832 SSSC PIRA Pirates Cove 1740 56.98661
## 833 SSSC PIRA Pirates Cove 1740 56.98661
## 834 SSSC PIRA Pirates Cove 1740 56.98661
## 835 SSSC PIRA Pirates Cove 1740 56.98661
## 836 SSSC PIRA Pirates Cove 1740 56.98661
## 837 SSSC PIRA Pirates Cove 1740 56.98661
## 838 SSSC PIRA Pirates Cove 1740 56.98661
## 839 SSSC PIRA Pirates Cove 1740 56.98661
## 840 SSSC PIRA Pirates Cove 1740 56.98661
## 841 UCSC SCT Scott Creek 6030 37.04425
## 842 UCSC SCT Scott Creek 6030 37.04425
## 843 UCSC SCT Scott Creek 6030 37.04425
## 844 UCSC SCT Scott Creek 6030 37.04425
## 845 UCSC SCT Scott Creek 6030 37.04425
## 846 UCSC SCT Scott Creek 6030 37.04425
## 847 UCSC SCT Scott Creek 6030 37.04425
## 848 UCSC SCT Scott Creek 6030 37.04425
## 849 UCSC SCT Scott Creek 6030 37.04425
## 850 UCSC SCT Scott Creek 6030 37.04425
## 851 UCSC SCT Scott Creek 6030 37.04425
## 852 UCSC SCT Scott Creek 6030 37.04425
## 853 UCSC SCT Scott Creek 6030 37.04425
## 854 UCSC SCT Scott Creek 6030 37.04425
## 855 UCSC SCT Scott Creek 6030 37.04425
## 856 UCSC SCT Scott Creek 6030 37.04425
## 857 UCSC SCT Scott Creek 6030 37.04425
## 858 UCSC SCT Scott Creek 6030 37.04425
## 859 UCSC SCT Scott Creek 6030 37.04425
## 860 UCSC SCT Scott Creek 6030 37.04425
## 861 UCSC SCT Scott Creek 6030 37.04425
## 862 UCSC SCT Scott Creek 6030 37.04425
## 863 UCSC SCT Scott Creek 6030 37.04425
## 864 UCSC SCT Scott Creek 6030 37.04425
## 865 UCSC SCT Scott Creek 6030 37.04425
## 866 UCSC SCT Scott Creek 6030 37.04425
## 867 UCSC SCT Scott Creek 6030 37.04425
## 868 UCSC SCT Scott Creek 6030 37.04425
## 869 UCSC SCT Scott Creek 6030 37.04425
## 870 UCSC SCT Scott Creek 6030 37.04425
## 871 UCSC SCT Scott Creek 6030 37.04425
## 872 UCSC SCT Scott Creek 6030 37.04425
## 873 UCSC SCT Scott Creek 6030 37.04425
## 874 UCSC SCT Scott Creek 6030 37.04425
## 875 UCSC SCT Scott Creek 6030 37.04425
## 876 UCSC SCT Scott Creek 6030 37.04425
## 877 UCSC SCT Scott Creek 6030 37.04425
## 878 UCSC SCT Scott Creek 6030 37.04425
## 879 UCSC SCT Scott Creek 6030 37.04425
## 880 UCSC SCT Scott Creek 6030 37.04425
## 881 UCSC SCT Scott Creek 6030 37.04425
## 882 UCSC SCT Scott Creek 6030 37.04425
## 883 UCSC SCT Scott Creek 6030 37.04425
## 884 UCSC SCT Scott Creek 6030 37.04425
## 885 UCSC SCT Scott Creek 6030 37.04425
## 886 UCSC SCT Scott Creek 6030 37.04425
## 887 UCSC SCT Scott Creek 6030 37.04425
## 888 UCSC SCT Scott Creek 6030 37.04425
## 889 UCSC SCT Scott Creek 6030 37.04425
## 890 UCSC SCT Scott Creek 6030 37.04425
## 891 UCSC SCT Scott Creek 6030 37.04425
## 892 UCSC SCT Scott Creek 6030 37.04425
## 893 UCSC SCT Scott Creek 6030 37.04425
## 894 UCSC SCT Scott Creek 6030 37.04425
## 895 UCSC SCT Scott Creek 6030 37.04425
## 896 UCSC SCT Scott Creek 6030 37.04425
## 897 UCSC SCT Scott Creek 6030 37.04425
## 898 UCSC SCT Scott Creek 6030 37.04425
## 899 UCSC SCT Scott Creek 6030 37.04425
## 900 UCSC SCT Scott Creek 6030 37.04425
## 901 UCSC SCT Scott Creek 6030 37.04425
## 902 UCSC SCT Scott Creek 6030 37.04425
## 903 UCSC SCT Scott Creek 6030 37.04425
## 904 UCSC SCT Scott Creek 6030 37.04425
## 905 UCSC SCT Scott Creek 6030 37.04425
## 906 UCSC SCT Scott Creek 6030 37.04425
## 907 UCSC SCT Scott Creek 6030 37.04425
## 908 UCSC SCT Scott Creek 6030 37.04425
## 909 UCSC SCT Scott Creek 6030 37.04425
## 910 UCSC SCT Scott Creek 6030 37.04425
## 911 UCSC SCT Scott Creek 6030 37.04425
## 912 UCSC SCT Scott Creek 6030 37.04425
## 913 UCSC SCT Scott Creek 6030 37.04425
## 914 UCSC SCT Scott Creek 6030 37.04425
## 915 UCSC SCT Scott Creek 6030 37.04425
## 916 UCSC SCT Scott Creek 6030 37.04425
## 917 UCSC SCT Scott Creek 6030 37.04425
## 918 UCSC SCT Scott Creek 6030 37.04425
## 919 UCSC SCT Scott Creek 6030 37.04425
## 920 UCSC SCT Scott Creek 6030 37.04425
## 921 UCSC SCT Scott Creek 6030 37.04425
## 922 UCSC SCT Scott Creek 6030 37.04425
## 923 UCSC SCT Scott Creek 6030 37.04425
## 924 UCSC SCT Scott Creek 6030 37.04425
## 925 UCSC SEA Sea Ranch 5150 38.73050
## 926 UCSC SEA Sea Ranch 5150 38.73050
## 927 UCSC SEA Sea Ranch 5150 38.73050
## 928 UCSC SEA Sea Ranch 5150 38.73050
## 929 UCSC SEA Sea Ranch 5150 38.73050
## 930 UCSC SEA Sea Ranch 5150 38.73050
## 931 UCSC SEA Sea Ranch 5150 38.73050
## 932 UCSC SEA Sea Ranch 5150 38.73050
## 933 UCSC SEA Sea Ranch 5150 38.73050
## 934 UCSC SEA Sea Ranch 5150 38.73050
## 935 UCSC SEA Sea Ranch 5150 38.73050
## 936 UCSC SEA Sea Ranch 5150 38.73050
## 937 UCSC SEA Sea Ranch 5150 38.73050
## 938 UCSC SEA Sea Ranch 5150 38.73050
## 939 UCSC SEA Sea Ranch 5150 38.73050
## 940 UCSC SEA Sea Ranch 5150 38.73050
## 941 UCSC SEA Sea Ranch 5150 38.73050
## 942 UCSC SEA Sea Ranch 5150 38.73050
## 943 UCSC SEA Sea Ranch 5150 38.73050
## 944 UCSC SEA Sea Ranch 5150 38.73050
## 945 UCSC SEA Sea Ranch 5150 38.73050
## 946 UCSC SEA Sea Ranch 5150 38.73050
## 947 UCSC SEA Sea Ranch 5150 38.73050
## 948 UCSC SEA Sea Ranch 5150 38.73050
## 949 UCSC SEA Sea Ranch 5150 38.73050
## 950 UCSC SEA Sea Ranch 5150 38.73050
## 951 UCSC SEA Sea Ranch 5150 38.73050
## 952 UCSC SEA Sea Ranch 5150 38.73050
## 953 UCSC SEA Sea Ranch 5150 38.73050
## 954 UCSC SEA Sea Ranch 5150 38.73050
## 955 UCSC SEA Sea Ranch 5150 38.73050
## 956 UCSC SEA Sea Ranch 5150 38.73050
## 957 UCSC SEA Sea Ranch 5150 38.73050
## 958 UCSC SEA Sea Ranch 5150 38.73050
## 959 UCSC SEA Sea Ranch 5150 38.73050
## 960 UCSC SEA Sea Ranch 5150 38.73050
## 961 UCSC SEA Sea Ranch 5150 38.73050
## 962 UCSC SEA Sea Ranch 5150 38.73050
## 963 UCSC SEA Sea Ranch 5150 38.73050
## 964 UCSC SEA Sea Ranch 5150 38.73050
## 965 UCSC SEA Sea Ranch 5150 38.73050
## 966 UCSC SEA Sea Ranch 5150 38.73050
## 967 UCSC SEA Sea Ranch 5150 38.73050
## 968 UCSC SEA Sea Ranch 5150 38.73050
## 969 UCSC SEA Sea Ranch 5150 38.73050
## 970 UCSC SEA Sea Ranch 5150 38.73050
## 971 UCSC SEA Sea Ranch 5150 38.73050
## 972 UCSC SEA Sea Ranch 5150 38.73050
## 973 UCSC SEA Sea Ranch 5150 38.73050
## 974 UCSC SEA Sea Ranch 5150 38.73050
## 975 UCSC SEA Sea Ranch 5150 38.73050
## 976 UCSC SEA Sea Ranch 5150 38.73050
## 977 UCSC SEA Sea Ranch 5150 38.73050
## 978 UCSC SEA Sea Ranch 5150 38.73050
## 979 UCSC SEA Sea Ranch 5150 38.73050
## 980 UCSC SEA Sea Ranch 5150 38.73050
## 981 UCSC SEA Sea Ranch 5150 38.73050
## 982 UCSC SEA Sea Ranch 5150 38.73050
## 983 UCSC SEA Sea Ranch 5150 38.73050
## 984 UCSC SEA Sea Ranch 5150 38.73050
## 985 UCSC SEA Sea Ranch 5150 38.73050
## 986 UCSC SEA Sea Ranch 5150 38.73050
## 987 UCSC SEA Sea Ranch 5150 38.73050
## 988 UCSC SEA Sea Ranch 5150 38.73050
## 989 UCSC SEA Sea Ranch 5150 38.73050
## 990 CSUF SHCO Shaws Cove 6680 33.54477
## 991 CSUF SHCO Shaws Cove 6680 33.54477
## 992 CSUF SHCO Shaws Cove 6680 33.54477
## 993 CSUF SHCO Shaws Cove 6680 33.54477
## 994 CSUF SHCO Shaws Cove 6680 33.54477
## 995 CSUF SHCO Shaws Cove 6680 33.54477
## 996 CSUF SHCO Shaws Cove 6680 33.54477
## 997 CSUF SHCO Shaws Cove 6680 33.54477
## 998 CSUF SHCO Shaws Cove 6680 33.54477
## 999 CSUF SHCO Shaws Cove 6680 33.54477
## 1000 CSUF SHCO Shaws Cove 6680 33.54477
## 1001 CSUF SHCO Shaws Cove 6680 33.54477
## 1002 CSUF SHCO Shaws Cove 6680 33.54477
## 1003 CSUF SHCO Shaws Cove 6680 33.54477
## 1004 CSUF SHCO Shaws Cove 6680 33.54477
## 1005 CSUF SHCO Shaws Cove 6680 33.54477
## 1006 CSUF SHCO Shaws Cove 6680 33.54477
## 1007 CSUF SHCO Shaws Cove 6680 33.54477
## 1008 CSUF SHCO Shaws Cove 6680 33.54477
## 1009 CSUF SHCO Shaws Cove 6680 33.54477
## 1010 CSUF SHCO Shaws Cove 6680 33.54477
## 1011 CSUF SHCO Shaws Cove 6680 33.54477
## 1012 CSUF SHCO Shaws Cove 6680 33.54477
## 1013 CSUF SHCO Shaws Cove 6680 33.54477
## 1014 CSUF SHCO Shaws Cove 6680 33.54477
## 1015 CSUF SHCO Shaws Cove 6680 33.54477
## 1016 CSUF SHCO Shaws Cove 6680 33.54477
## 1017 CSUF SHCO Shaws Cove 6680 33.54477
## 1018 CSUF SHCO Shaws Cove 6680 33.54477
## 1019 CSUF SHCO Shaws Cove 6680 33.54477
## 1020 CSUF SHCO Shaws Cove 6680 33.54477
## 1021 CSUF SHCO Shaws Cove 6680 33.54477
## 1022 UCSB SHCO Shaws Cove 6680 33.54477
## 1023 UCSB SHCO Shaws Cove 6680 33.54477
## 1024 UCSB SHCO Shaws Cove 6680 33.54477
## 1025 UCSB SHCO Shaws Cove 6680 33.54477
## 1026 UCSB SHCO Shaws Cove 6680 33.54477
## 1027 UCSB SHCO Shaws Cove 6680 33.54477
## 1028 UCSB SHCO Shaws Cove 6680 33.54477
## 1029 UCSB SHCO Shaws Cove 6680 33.54477
## 1030 UCSB SHCO Shaws Cove 6680 33.54477
## 1031 UCSB SHCO Shaws Cove 6680 33.54477
## 1032 UCSB SHCO Shaws Cove 6680 33.54477
## 1033 UCSB SHCO Shaws Cove 6680 33.54477
## 1034 UCSB SHCO Shaws Cove 6680 33.54477
## 1035 UCSB SHCO Shaws Cove 6680 33.54477
## 1036 UCSB SHCO Shaws Cove 6680 33.54477
## 1037 UCSB SHCO Shaws Cove 6680 33.54477
## 1038 CSUF SHCO Shaws Cove 6680 33.54477
## 1039 CSUF SHCO Shaws Cove 6680 33.54477
## 1040 CSUF SHCO Shaws Cove 6680 33.54477
## 1041 UCSC SWC Stillwater 6130 36.56087
## 1042 UCSC SWC Stillwater 6130 36.56087
## 1043 UCSC SWC Stillwater 6130 36.56087
## 1044 UCSC SWC Stillwater 6130 36.56087
## 1045 UCSC SWC Stillwater 6130 36.56087
## 1046 UCSC SWC Stillwater 6130 36.56087
## 1047 UCSC SWC Stillwater 6130 36.56087
## 1048 UCSC SWC Stillwater 6130 36.56087
## 1049 UCSC SWC Stillwater 6130 36.56087
## 1050 UCSC SWC Stillwater 6130 36.56087
## 1051 UCSC SWC Stillwater 6130 36.56087
## 1052 UCSC SWC Stillwater 6130 36.56087
## 1053 UCSC SWC Stillwater 6130 36.56087
## 1054 UCSC SWC Stillwater 6130 36.56087
## 1055 UCSC SWC Stillwater 6130 36.56087
## 1056 UCSC SWC Stillwater 6130 36.56087
## 1057 UCSC SWC Stillwater 6130 36.56087
## 1058 UCSC SWC Stillwater 6130 36.56087
## 1059 UCSC SWC Stillwater 6130 36.56087
## 1060 UCSC SWC Stillwater 6130 36.56087
## 1061 UCSC SWC Stillwater 6130 36.56087
## 1062 UCSC SWC Stillwater 6130 36.56087
## 1063 UCSC SWC Stillwater 6130 36.56087
## 1064 UCSC SWC Stillwater 6130 36.56087
## 1065 UCSC SWC Stillwater 6130 36.56087
## 1066 UCSC SWC Stillwater 6130 36.56087
## 1067 UCSC SWC Stillwater 6130 36.56087
## 1068 UCSC SWC Stillwater 6130 36.56087
## 1069 UCSC SWC Stillwater 6130 36.56087
## 1070 UCSC SWC Stillwater 6130 36.56087
## 1071 UCSC SWC Stillwater 6130 36.56087
## 1072 UCSC SWC Stillwater 6130 36.56087
## 1073 UCSC SWC Stillwater 6130 36.56087
## 1074 UCSC SWC Stillwater 6130 36.56087
## 1075 UCSC SWC Stillwater 6130 36.56087
## 1076 UCSC SWC Stillwater 6130 36.56087
## 1077 UCSC SWC Stillwater 6130 36.56087
## 1078 UCSC SWC Stillwater 6130 36.56087
## 1079 UCSC SWC Stillwater 6130 36.56087
## 1080 UCSC SWC Stillwater 6130 36.56087
## 1081 UCSC SWC Stillwater 6130 36.56087
## 1082 UCSC SWC Stillwater 6130 36.56087
## 1083 UCSC SWC Stillwater 6130 36.56087
## 1084 UCSC SWC Stillwater 6130 36.56087
## 1085 UCSC SWC Stillwater 6130 36.56087
## 1086 UCSC SWC Stillwater 6130 36.56087
## 1087 UCSC SWC Stillwater 6130 36.56087
## 1088 UCSC SWC Stillwater 6130 36.56087
## 1089 UCSC SWC Stillwater 6130 36.56087
## 1090 UCSC SWC Stillwater 6130 36.56087
## 1091 UCSC SWC Stillwater 6130 36.56087
## 1092 UCSC SWC Stillwater 6130 36.56087
## 1093 UCSC SWC Stillwater 6130 36.56087
## 1094 UCSC SWC Stillwater 6130 36.56087
## 1095 UCSC SWC Stillwater 6130 36.56087
## 1096 UCSC SWC Stillwater 6130 36.56087
## 1097 UCSC SWC Stillwater 6130 36.56087
## 1098 CSUF TRIS Treasure Island 6720 33.51335
## 1099 CSUF TRIS Treasure Island 6720 33.51335
## 1100 CSUF TRIS Treasure Island 6720 33.51335
## 1101 CSUF TRIS Treasure Island 6720 33.51335
## 1102 CSUF TRIS Treasure Island 6720 33.51335
## 1103 CSUF TRIS Treasure Island 6720 33.51335
## 1104 CSUF TRIS Treasure Island 6720 33.51335
## 1105 CSUF TRIS Treasure Island 6720 33.51335
## 1106 CSUF TRIS Treasure Island 6720 33.51335
## 1107 CSUF TRIS Treasure Island 6720 33.51335
## 1108 CSUF TRIS Treasure Island 6720 33.51335
## 1109 CSUF TRIS Treasure Island 6720 33.51335
## 1110 CSUF TRIS Treasure Island 6720 33.51335
## 1111 CSUF TRIS Treasure Island 6720 33.51335
## 1112 CSUF TRIS Treasure Island 6720 33.51335
## 1113 CSUF TRIS Treasure Island 6720 33.51335
## 1114 CSUF TRIS Treasure Island 6720 33.51335
## 1115 CSUF TRIS Treasure Island 6720 33.51335
## 1116 CSUF TRIS Treasure Island 6720 33.51335
## 1117 CSUF TRIS Treasure Island 6720 33.51335
## 1118 CSUF TRIS Treasure Island 6720 33.51335
## 1119 CSUF TRIS Treasure Island 6720 33.51335
## 1120 CSUF TRIS Treasure Island 6720 33.51335
## 1121 CSUF TRIS Treasure Island 6720 33.51335
## 1122 CSUF TRIS Treasure Island 6720 33.51335
## 1123 CSUF TRIS Treasure Island 6720 33.51335
## 1124 CSUF TRIS Treasure Island 6720 33.51335
## 1125 CSUF TRIS Treasure Island 6720 33.51335
## 1126 CSUF TRIS Treasure Island 6720 33.51335
## longitude marine_common_season marine_season_code marine_common_year
## 1 -124.1144 130 SU13 2013
## 2 -124.1144 130 SU13 2013
## 3 -124.1144 130 SU13 2013
## 4 -124.1144 130 SU13 2013
## 5 -124.1144 130 SU13 2013
## 6 -124.1144 130 SU13 2013
## 7 -124.1144 130 SU13 2013
## 8 -124.1144 130 SU13 2013
## 9 -124.1144 130 SU13 2013
## 10 -124.1144 130 SU13 2013
## 11 -124.1144 130 SU13 2013
## 12 -124.1144 130 SU13 2013
## 13 -124.1144 130 SU13 2013
## 14 -124.1144 134 SU14 2014
## 15 -124.1144 134 SU14 2014
## 16 -124.1144 134 SU14 2014
## 17 -124.1144 134 SU14 2014
## 18 -124.1144 134 SU14 2014
## 19 -124.1144 134 SU14 2014
## 20 -124.1144 134 SU14 2014
## 21 -124.1144 134 SU14 2014
## 22 -124.1144 134 SU14 2014
## 23 -124.1144 134 SU14 2014
## 24 -124.1144 134 SU14 2014
## 25 -124.1144 134 SU14 2014
## 26 -124.1144 134 SU14 2014
## 27 -124.1144 134 SU14 2014
## 28 -124.1144 138 SU15 2015
## 29 -124.1144 138 SU15 2015
## 30 -124.1144 138 SU15 2015
## 31 -124.1144 138 SU15 2015
## 32 -124.1144 138 SU15 2015
## 33 -124.1144 138 SU15 2015
## 34 -124.1144 138 SU15 2015
## 35 -124.1144 138 SU15 2015
## 36 -124.1144 138 SU15 2015
## 37 -124.1144 138 SU15 2015
## 38 -124.1144 138 SU15 2015
## 39 -124.1144 138 SU15 2015
## 40 -124.1144 138 SU15 2015
## 41 -124.1144 138 SU15 2015
## 42 -124.1144 138 SU15 2015
## 43 -124.1144 138 SU15 2015
## 44 -124.1144 138 SU15 2015
## 45 -124.1144 142 SU16 2016
## 46 -124.1144 142 SU16 2016
## 47 -124.1144 142 SU16 2016
## 48 -124.1144 142 SU16 2016
## 49 -124.1144 142 SU16 2016
## 50 -124.1144 142 SU16 2016
## 51 -124.1144 142 SU16 2016
## 52 -124.1144 142 SU16 2016
## 53 -124.1144 142 SU16 2016
## 54 -124.1144 142 SU16 2016
## 55 -124.1144 142 SU16 2016
## 56 -124.1144 142 SU16 2016
## 57 -124.1144 142 SU16 2016
## 58 -124.1144 142 SU16 2016
## 59 -124.1144 142 SU16 2016
## 60 -124.3879 130 SU13 2013
## 61 -124.3879 130 SU13 2013
## 62 -124.3879 130 SU13 2013
## 63 -124.3879 130 SU13 2013
## 64 -124.3879 130 SU13 2013
## 65 -124.3879 130 SU13 2013
## 66 -124.3879 130 SU13 2013
## 67 -124.3879 130 SU13 2013
## 68 -124.3879 130 SU13 2013
## 69 -124.3879 130 SU13 2013
## 70 -124.3879 130 SU13 2013
## 71 -124.3879 130 SU13 2013
## 72 -124.3879 130 SU13 2013
## 73 -124.3879 130 SU13 2013
## 74 -124.3879 134 SU14 2014
## 75 -124.3879 134 SU14 2014
## 76 -124.3879 134 SU14 2014
## 77 -124.3879 134 SU14 2014
## 78 -124.3879 134 SU14 2014
## 79 -124.3879 134 SU14 2014
## 80 -124.3879 134 SU14 2014
## 81 -124.3879 134 SU14 2014
## 82 -124.3879 134 SU14 2014
## 83 -124.3879 134 SU14 2014
## 84 -124.3879 134 SU14 2014
## 85 -124.3879 134 SU14 2014
## 86 -124.3879 134 SU14 2014
## 87 -124.3879 134 SU14 2014
## 88 -124.3879 138 SU15 2015
## 89 -124.3879 138 SU15 2015
## 90 -124.3879 138 SU15 2015
## 91 -124.3879 138 SU15 2015
## 92 -124.3879 138 SU15 2015
## 93 -124.3879 138 SU15 2015
## 94 -124.3879 138 SU15 2015
## 95 -124.3879 138 SU15 2015
## 96 -124.3879 138 SU15 2015
## 97 -124.3879 142 SU16 2016
## 98 -124.3879 142 SU16 2016
## 99 -124.3879 142 SU16 2016
## 100 -124.3879 142 SU16 2016
## 101 -124.3879 142 SU16 2016
## 102 -124.3879 142 SU16 2016
## 103 -124.3879 142 SU16 2016
## 104 -124.3879 142 SU16 2016
## 105 -124.3879 142 SU16 2016
## 106 -124.3879 142 SU16 2016
## 107 -124.3879 142 SU16 2016
## 108 -124.3879 142 SU16 2016
## 109 -124.3879 142 SU16 2016
## 110 -117.8377 129 SP13 2013
## 111 -117.8377 129 SP13 2013
## 112 -117.8377 129 SP13 2013
## 113 -117.8377 129 SP13 2013
## 114 -117.8377 129 SP13 2013
## 115 -117.8377 129 SP13 2013
## 116 -117.8377 129 SP13 2013
## 117 -117.8377 129 SP13 2013
## 118 -117.8377 129 SP13 2013
## 119 -117.8377 129 SP13 2013
## 120 -117.8377 129 SP13 2013
## 121 -117.8377 129 SP13 2013
## 122 -117.8377 129 SP13 2013
## 123 -117.8377 129 SP13 2013
## 124 -117.8377 129 SP13 2013
## 125 -117.8377 129 SP13 2013
## 126 -117.8377 131 FA13 2013
## 127 -117.8377 131 FA13 2013
## 128 -117.8377 131 FA13 2013
## 129 -117.8377 131 FA13 2013
## 130 -117.8377 131 FA13 2013
## 131 -117.8377 131 FA13 2013
## 132 -117.8377 131 FA13 2013
## 133 -117.8377 131 FA13 2013
## 134 -117.8377 131 FA13 2013
## 135 -117.8377 131 FA13 2013
## 136 -117.8377 131 FA13 2013
## 137 -117.8377 131 FA13 2013
## 138 -117.8377 131 FA13 2013
## 139 -117.8377 131 FA13 2013
## 140 -117.8377 131 FA13 2013
## 141 -117.8377 133 SP14 2014
## 142 -117.8377 133 SP14 2014
## 143 -117.8377 133 SP14 2014
## 144 -117.8377 133 SP14 2014
## 145 -117.8377 133 SP14 2014
## 146 -117.8377 133 SP14 2014
## 147 -117.8377 133 SP14 2014
## 148 -117.8377 135 FA14 2014
## 149 -117.8377 135 FA14 2014
## 150 -117.8377 135 FA14 2014
## 151 -117.8377 135 FA14 2014
## 152 -117.8377 137 SP15 2015
## 153 -117.8377 137 SP15 2015
## 154 -117.8377 137 SP15 2015
## 155 -117.8377 137 SP15 2015
## 156 -117.8377 137 SP15 2015
## 157 -117.8377 137 SP15 2015
## 158 -117.8377 137 SP15 2015
## 159 -117.8377 137 SP15 2015
## 160 -117.8377 137 SP15 2015
## 161 -117.8377 137 SP15 2015
## 162 -117.8377 137 SP15 2015
## 163 -117.8377 139 FA15 2015
## 164 -117.8377 139 FA15 2015
## 165 -117.8377 141 SP16 2016
## 166 -117.8377 141 SP16 2016
## 167 -117.8377 141 SP16 2016
## 168 -117.8377 141 SP16 2016
## 169 -117.8377 141 SP16 2016
## 170 -117.8377 141 SP16 2016
## 171 -117.8377 143 FA16 2016
## 172 -117.8377 143 FA16 2016
## 173 -117.8377 143 FA16 2016
## 174 -124.1278 130 SU13 2013
## 175 -124.1278 130 SU13 2013
## 176 -124.1278 130 SU13 2013
## 177 -124.1278 130 SU13 2013
## 178 -124.1278 130 SU13 2013
## 179 -124.1278 130 SU13 2013
## 180 -124.1278 130 SU13 2013
## 181 -124.1278 130 SU13 2013
## 182 -124.1278 131 FA13 2013
## 183 -124.1278 131 FA13 2013
## 184 -124.1278 131 FA13 2013
## 185 -124.1278 131 FA13 2013
## 186 -124.1278 131 FA13 2013
## 187 -124.1278 131 FA13 2013
## 188 -124.1278 131 FA13 2013
## 189 -124.1278 131 FA13 2013
## 190 -124.1278 134 SU14 2014
## 191 -124.1278 134 SU14 2014
## 192 -124.1278 134 SU14 2014
## 193 -124.1278 134 SU14 2014
## 194 -124.1278 134 SU14 2014
## 195 -124.1278 134 SU14 2014
## 196 -124.1278 134 SU14 2014
## 197 -124.1278 134 SU14 2014
## 198 -124.1278 134 SU14 2014
## 199 -124.1278 134 SU14 2014
## 200 -124.1278 135 FA14 2014
## 201 -124.1278 135 FA14 2014
## 202 -124.1278 135 FA14 2014
## 203 -124.1278 135 FA14 2014
## 204 -124.1278 135 FA14 2014
## 205 -124.1278 135 FA14 2014
## 206 -124.1278 138 SU15 2015
## 207 -124.1278 138 SU15 2015
## 208 -124.1278 138 SU15 2015
## 209 -124.1278 138 SU15 2015
## 210 -124.1278 138 SU15 2015
## 211 -124.1278 138 SU15 2015
## 212 -124.1278 138 SU15 2015
## 213 -124.1278 142 SU16 2016
## 214 -124.1278 142 SU16 2016
## 215 -124.1278 142 SU16 2016
## 216 -124.1278 142 SU16 2016
## 217 -124.1278 142 SU16 2016
## 218 -124.1278 142 SU16 2016
## 219 -124.1278 142 SU16 2016
## 220 -124.1278 142 SU16 2016
## 221 -124.1278 142 SU16 2016
## 222 -124.1278 142 SU16 2016
## 223 -124.1278 142 SU16 2016
## 224 -124.1278 143 FA16 2016
## 225 -124.1278 143 FA16 2016
## 226 -124.1278 143 FA16 2016
## 227 -124.1278 143 FA16 2016
## 228 -124.1278 143 FA16 2016
## 229 -124.1278 143 FA16 2016
## 230 -124.1278 143 FA16 2016
## 231 -124.1278 143 FA16 2016
## 232 -124.1278 143 FA16 2016
## 233 -124.1278 143 FA16 2016
## 234 -124.1426 130 SU13 2013
## 235 -124.1426 130 SU13 2013
## 236 -124.1426 130 SU13 2013
## 237 -124.1426 130 SU13 2013
## 238 -124.1426 130 SU13 2013
## 239 -124.1426 130 SU13 2013
## 240 -124.1426 130 SU13 2013
## 241 -124.1426 130 SU13 2013
## 242 -124.1426 130 SU13 2013
## 243 -124.1426 130 SU13 2013
## 244 -124.1426 130 SU13 2013
## 245 -124.1426 130 SU13 2013
## 246 -124.1426 130 SU13 2013
## 247 -124.1426 130 SU13 2013
## 248 -124.1426 130 SU13 2013
## 249 -124.1426 130 SU13 2013
## 250 -124.1426 131 FA13 2013
## 251 -124.1426 131 FA13 2013
## 252 -124.1426 131 FA13 2013
## 253 -124.1426 131 FA13 2013
## 254 -124.1426 131 FA13 2013
## 255 -124.1426 131 FA13 2013
## 256 -124.1426 131 FA13 2013
## 257 -124.1426 131 FA13 2013
## 258 -124.1426 131 FA13 2013
## 259 -124.1426 131 FA13 2013
## 260 -124.1426 131 FA13 2013
## 261 -124.1426 131 FA13 2013
## 262 -124.1426 131 FA13 2013
## 263 -124.1426 134 SU14 2014
## 264 -124.1426 134 SU14 2014
## 265 -124.1426 134 SU14 2014
## 266 -124.1426 134 SU14 2014
## 267 -124.1426 134 SU14 2014
## 268 -124.1426 134 SU14 2014
## 269 -124.1426 134 SU14 2014
## 270 -124.1426 134 SU14 2014
## 271 -124.1426 134 SU14 2014
## 272 -124.1426 134 SU14 2014
## 273 -124.1426 134 SU14 2014
## 274 -124.1426 134 SU14 2014
## 275 -124.1426 134 SU14 2014
## 276 -124.1426 134 SU14 2014
## 277 -124.1426 135 FA14 2014
## 278 -124.1426 135 FA14 2014
## 279 -124.1426 135 FA14 2014
## 280 -124.1426 135 FA14 2014
## 281 -124.1426 135 FA14 2014
## 282 -124.1426 135 FA14 2014
## 283 -124.1426 135 FA14 2014
## 284 -124.1426 135 FA14 2014
## 285 -124.1426 135 FA14 2014
## 286 -124.1426 135 FA14 2014
## 287 -124.1426 135 FA14 2014
## 288 -124.1426 135 FA14 2014
## 289 -124.1426 135 FA14 2014
## 290 -124.1426 135 FA14 2014
## 291 -124.1426 138 SU15 2015
## 292 -124.1426 138 SU15 2015
## 293 -124.1426 138 SU15 2015
## 294 -124.1426 138 SU15 2015
## 295 -124.1426 138 SU15 2015
## 296 -124.1426 138 SU15 2015
## 297 -124.1426 138 SU15 2015
## 298 -124.1426 138 SU15 2015
## 299 -124.1426 138 SU15 2015
## 300 -124.1426 138 SU15 2015
## 301 -124.1426 138 SU15 2015
## 302 -124.1426 138 SU15 2015
## 303 -124.1426 138 SU15 2015
## 304 -124.1426 139 FA15 2015
## 305 -124.1426 139 FA15 2015
## 306 -124.1426 139 FA15 2015
## 307 -124.1426 139 FA15 2015
## 308 -124.1426 139 FA15 2015
## 309 -124.1426 139 FA15 2015
## 310 -124.1426 139 FA15 2015
## 311 -124.1426 139 FA15 2015
## 312 -124.1426 139 FA15 2015
## 313 -124.1426 139 FA15 2015
## 314 -124.1426 139 FA15 2015
## 315 -124.1426 139 FA15 2015
## 316 -124.1426 139 FA15 2015
## 317 -124.1426 139 FA15 2015
## 318 -124.1426 139 FA15 2015
## 319 -124.1426 142 SU16 2016
## 320 -124.1426 142 SU16 2016
## 321 -124.1426 142 SU16 2016
## 322 -124.1426 142 SU16 2016
## 323 -124.1426 142 SU16 2016
## 324 -124.1426 142 SU16 2016
## 325 -124.1426 142 SU16 2016
## 326 -124.1426 142 SU16 2016
## 327 -124.1426 142 SU16 2016
## 328 -124.1426 142 SU16 2016
## 329 -124.1426 142 SU16 2016
## 330 -124.1426 142 SU16 2016
## 331 -124.1426 142 SU16 2016
## 332 -124.1426 142 SU16 2016
## 333 -124.1426 142 SU16 2016
## 334 -124.1426 143 FA16 2016
## 335 -124.1426 143 FA16 2016
## 336 -124.1426 143 FA16 2016
## 337 -124.1426 143 FA16 2016
## 338 -124.1426 143 FA16 2016
## 339 -124.1426 143 FA16 2016
## 340 -124.1426 143 FA16 2016
## 341 -124.1426 143 FA16 2016
## 342 -124.1426 143 FA16 2016
## 343 -124.1426 143 FA16 2016
## 344 -124.1426 143 FA16 2016
## 345 -124.1426 143 FA16 2016
## 346 -124.1426 143 FA16 2016
## 347 -124.1426 143 FA16 2016
## 348 -124.1426 143 FA16 2016
## 349 -124.1426 143 FA16 2016
## 350 -124.1426 143 FA16 2016
## 351 -124.1426 143 FA16 2016
## 352 -124.1064 130 SU13 2013
## 353 -124.1064 130 SU13 2013
## 354 -124.1064 130 SU13 2013
## 355 -124.1064 130 SU13 2013
## 356 -124.1064 130 SU13 2013
## 357 -124.1064 130 SU13 2013
## 358 -124.1064 130 SU13 2013
## 359 -124.1064 130 SU13 2013
## 360 -124.1064 130 SU13 2013
## 361 -124.1064 130 SU13 2013
## 362 -124.1064 131 FA13 2013
## 363 -124.1064 131 FA13 2013
## 364 -124.1064 131 FA13 2013
## 365 -124.1064 131 FA13 2013
## 366 -124.1064 131 FA13 2013
## 367 -124.1064 131 FA13 2013
## 368 -124.1064 131 FA13 2013
## 369 -124.1064 131 FA13 2013
## 370 -124.1064 131 FA13 2013
## 371 -124.1064 131 FA13 2013
## 372 -124.1064 131 FA13 2013
## 373 -124.1064 134 SU14 2014
## 374 -124.1064 134 SU14 2014
## 375 -124.1064 134 SU14 2014
## 376 -124.1064 134 SU14 2014
## 377 -124.1064 134 SU14 2014
## 378 -124.1064 134 SU14 2014
## 379 -124.1064 134 SU14 2014
## 380 -124.1064 134 SU14 2014
## 381 -124.1064 134 SU14 2014
## 382 -124.1064 134 SU14 2014
## 383 -124.1064 134 SU14 2014
## 384 -124.1064 134 SU14 2014
## 385 -124.1064 135 FA14 2014
## 386 -124.1064 135 FA14 2014
## 387 -124.1064 135 FA14 2014
## 388 -124.1064 135 FA14 2014
## 389 -124.1064 135 FA14 2014
## 390 -124.1064 135 FA14 2014
## 391 -124.1064 135 FA14 2014
## 392 -124.1064 135 FA14 2014
## 393 -124.1064 135 FA14 2014
## 394 -124.1064 138 SU15 2015
## 395 -124.1064 138 SU15 2015
## 396 -124.1064 138 SU15 2015
## 397 -124.1064 138 SU15 2015
## 398 -124.1064 138 SU15 2015
## 399 -124.1064 138 SU15 2015
## 400 -124.1064 138 SU15 2015
## 401 -124.1064 138 SU15 2015
## 402 -124.1064 138 SU15 2015
## 403 -124.1064 138 SU15 2015
## 404 -124.1064 138 SU15 2015
## 405 -124.1064 138 SU15 2015
## 406 -124.1064 138 SU15 2015
## 407 -124.1064 139 FA15 2015
## 408 -124.1064 139 FA15 2015
## 409 -124.1064 139 FA15 2015
## 410 -124.1064 139 FA15 2015
## 411 -124.1064 139 FA15 2015
## 412 -124.1064 139 FA15 2015
## 413 -124.1064 139 FA15 2015
## 414 -124.1064 139 FA15 2015
## 415 -124.1064 139 FA15 2015
## 416 -124.1064 139 FA15 2015
## 417 -124.1064 139 FA15 2015
## 418 -124.1064 139 FA15 2015
## 419 -124.1064 139 FA15 2015
## 420 -124.1064 142 SU16 2016
## 421 -124.1064 142 SU16 2016
## 422 -124.1064 142 SU16 2016
## 423 -124.1064 142 SU16 2016
## 424 -124.1064 142 SU16 2016
## 425 -124.1064 142 SU16 2016
## 426 -124.1064 142 SU16 2016
## 427 -124.1064 142 SU16 2016
## 428 -124.1064 142 SU16 2016
## 429 -124.1064 142 SU16 2016
## 430 -124.1064 142 SU16 2016
## 431 -124.1064 142 SU16 2016
## 432 -124.1064 143 FA16 2016
## 433 -124.1064 143 FA16 2016
## 434 -124.1064 143 FA16 2016
## 435 -124.1064 143 FA16 2016
## 436 -124.1064 143 FA16 2016
## 437 -124.1064 143 FA16 2016
## 438 -124.1064 143 FA16 2016
## 439 -124.0588 130 SU13 2013
## 440 -124.0588 130 SU13 2013
## 441 -124.0588 130 SU13 2013
## 442 -124.0588 130 SU13 2013
## 443 -124.0588 130 SU13 2013
## 444 -124.0588 130 SU13 2013
## 445 -124.0588 130 SU13 2013
## 446 -124.0588 130 SU13 2013
## 447 -124.0588 130 SU13 2013
## 448 -124.0588 130 SU13 2013
## 449 -124.0588 130 SU13 2013
## 450 -124.0588 130 SU13 2013
## 451 -124.0588 130 SU13 2013
## 452 -124.0588 130 SU13 2013
## 453 -124.0588 130 SU13 2013
## 454 -124.0588 130 SU13 2013
## 455 -124.0588 130 SU13 2013
## 456 -124.0588 134 SU14 2014
## 457 -124.0588 134 SU14 2014
## 458 -124.0588 134 SU14 2014
## 459 -124.0588 134 SU14 2014
## 460 -124.0588 134 SU14 2014
## 461 -124.0588 134 SU14 2014
## 462 -124.0588 134 SU14 2014
## 463 -124.0588 134 SU14 2014
## 464 -124.0588 134 SU14 2014
## 465 -124.0588 134 SU14 2014
## 466 -124.0588 134 SU14 2014
## 467 -124.0588 138 SU15 2015
## 468 -124.0588 138 SU15 2015
## 469 -124.0588 138 SU15 2015
## 470 -124.0588 138 SU15 2015
## 471 -124.0588 138 SU15 2015
## 472 -124.0588 138 SU15 2015
## 473 -124.0588 138 SU15 2015
## 474 -124.0588 138 SU15 2015
## 475 -124.0588 138 SU15 2015
## 476 -124.0588 138 SU15 2015
## 477 -124.0588 138 SU15 2015
## 478 -124.0588 138 SU15 2015
## 479 -124.0588 138 SU15 2015
## 480 -124.0588 138 SU15 2015
## 481 -124.0588 138 SU15 2015
## 482 -124.0588 142 SU16 2016
## 483 -124.0588 142 SU16 2016
## 484 -124.0588 142 SU16 2016
## 485 -124.0588 142 SU16 2016
## 486 -124.0588 142 SU16 2016
## 487 -124.0588 142 SU16 2016
## 488 -124.0588 142 SU16 2016
## 489 -124.0588 142 SU16 2016
## 490 -124.0588 142 SU16 2016
## 491 -124.0588 142 SU16 2016
## 492 -124.0588 142 SU16 2016
## 493 -124.0588 142 SU16 2016
## 494 -124.0588 142 SU16 2016
## 495 -124.0588 142 SU16 2016
## 496 -124.0588 142 SU16 2016
## 497 -124.0588 142 SU16 2016
## 498 -124.0588 142 SU16 2016
## 499 -124.2753 130 SU13 2013
## 500 -124.2753 130 SU13 2013
## 501 -124.2753 130 SU13 2013
## 502 -124.2753 130 SU13 2013
## 503 -124.2753 130 SU13 2013
## 504 -124.2753 130 SU13 2013
## 505 -124.2753 130 SU13 2013
## 506 -124.2753 130 SU13 2013
## 507 -124.2753 134 SU14 2014
## 508 -124.2753 134 SU14 2014
## 509 -124.2753 134 SU14 2014
## 510 -124.2753 134 SU14 2014
## 511 -124.2753 134 SU14 2014
## 512 -124.2753 134 SU14 2014
## 513 -124.2753 134 SU14 2014
## 514 -124.2753 134 SU14 2014
## 515 -124.2753 134 SU14 2014
## 516 -124.2753 138 SU15 2015
## 517 -124.2753 138 SU15 2015
## 518 -124.2753 138 SU15 2015
## 519 -124.2753 138 SU15 2015
## 520 -124.2753 138 SU15 2015
## 521 -124.2753 138 SU15 2015
## 522 -124.2753 138 SU15 2015
## 523 -124.2753 142 SU16 2016
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## 1115 -117.7579 131 FA13 2013
## 1116 -117.7579 131 FA13 2013
## 1117 -117.7579 131 FA13 2013
## 1118 -117.7579 131 FA13 2013
## 1119 -117.7579 131 FA13 2013
## 1120 -117.7579 131 FA13 2013
## 1121 -117.7579 131 FA13 2013
## 1122 -117.7579 131 FA13 2013
## 1123 -117.7579 131 FA13 2013
## 1124 -117.7579 131 FA13 2013
## 1125 -117.7579 131 FA13 2013
## 1126 -117.7579 137 SP15 2015
## season_sequence season_name method_code species_code size_sort_order
## 1 2 Summer IP P.ochraceus 5
## 2 2 Summer IP P.ochraceus 6
## 3 2 Summer IP P.ochraceus 7
## 4 2 Summer IP P.ochraceus 8
## 5 2 Summer IP P.ochraceus 9
## 6 2 Summer IP P.ochraceus 10
## 7 2 Summer IP P.ochraceus 11
## 8 2 Summer IP P.ochraceus 12
## 9 2 Summer IP P.ochraceus 13
## 10 2 Summer IP P.ochraceus 14
## 11 2 Summer IP P.ochraceus 15
## 12 2 Summer IP P.ochraceus 16
## 13 2 Summer IP P.ochraceus 17
## 14 2 Summer IP P.ochraceus 2
## 15 2 Summer IP P.ochraceus 3
## 16 2 Summer IP P.ochraceus 4
## 17 2 Summer IP P.ochraceus 6
## 18 2 Summer IP P.ochraceus 7
## 19 2 Summer IP P.ochraceus 8
## 20 2 Summer IP P.ochraceus 9
## 21 2 Summer IP P.ochraceus 10
## 22 2 Summer IP P.ochraceus 11
## 23 2 Summer IP P.ochraceus 12
## 24 2 Summer IP P.ochraceus 13
## 25 2 Summer IP P.ochraceus 14
## 26 2 Summer IP P.ochraceus 15
## 27 2 Summer IP P.ochraceus 16
## 28 2 Summer IP P.ochraceus 1
## 29 2 Summer IP P.ochraceus 2
## 30 2 Summer IP P.ochraceus 3
## 31 2 Summer IP P.ochraceus 4
## 32 2 Summer IP P.ochraceus 5
## 33 2 Summer IP P.ochraceus 6
## 34 2 Summer IP P.ochraceus 7
## 35 2 Summer IP P.ochraceus 8
## 36 2 Summer IP P.ochraceus 9
## 37 2 Summer IP P.ochraceus 10
## 38 2 Summer IP P.ochraceus 11
## 39 2 Summer IP P.ochraceus 12
## 40 2 Summer IP P.ochraceus 13
## 41 2 Summer IP P.ochraceus 14
## 42 2 Summer IP P.ochraceus 15
## 43 2 Summer IP P.ochraceus 16
## 44 2 Summer IP P.ochraceus 17
## 45 2 Summer IP P.ochraceus 1
## 46 2 Summer IP P.ochraceus 2
## 47 2 Summer IP P.ochraceus 3
## 48 2 Summer IP P.ochraceus 4
## 49 2 Summer IP P.ochraceus 5
## 50 2 Summer IP P.ochraceus 6
## 51 2 Summer IP P.ochraceus 7
## 52 2 Summer IP P.ochraceus 8
## 53 2 Summer IP P.ochraceus 9
## 54 2 Summer IP P.ochraceus 10
## 55 2 Summer IP P.ochraceus 11
## 56 2 Summer IP P.ochraceus 12
## 57 2 Summer IP P.ochraceus 13
## 58 2 Summer IP P.ochraceus 14
## 59 2 Summer IP P.ochraceus 17
## 60 2 Summer IP P.ochraceus 6
## 61 2 Summer IP P.ochraceus 7
## 62 2 Summer IP P.ochraceus 8
## 63 2 Summer IP P.ochraceus 9
## 64 2 Summer IP P.ochraceus 10
## 65 2 Summer IP P.ochraceus 11
## 66 2 Summer IP P.ochraceus 12
## 67 2 Summer IP P.ochraceus 13
## 68 2 Summer IP P.ochraceus 14
## 69 2 Summer IP P.ochraceus 15
## 70 2 Summer IP P.ochraceus 16
## 71 2 Summer IP P.ochraceus 17
## 72 2 Summer IP P.ochraceus 18
## 73 2 Summer IP P.ochraceus 19
## 74 2 Summer IP P.ochraceus 6
## 75 2 Summer IP P.ochraceus 7
## 76 2 Summer IP P.ochraceus 8
## 77 2 Summer IP P.ochraceus 9
## 78 2 Summer IP P.ochraceus 10
## 79 2 Summer IP P.ochraceus 11
## 80 2 Summer IP P.ochraceus 12
## 81 2 Summer IP P.ochraceus 13
## 82 2 Summer IP P.ochraceus 14
## 83 2 Summer IP P.ochraceus 15
## 84 2 Summer IP P.ochraceus 16
## 85 2 Summer IP P.ochraceus 17
## 86 2 Summer IP P.ochraceus 18
## 87 2 Summer IP P.ochraceus 20
## 88 2 Summer IP P.ochraceus 1
## 89 2 Summer IP P.ochraceus 8
## 90 2 Summer IP P.ochraceus 9
## 91 2 Summer IP P.ochraceus 10
## 92 2 Summer IP P.ochraceus 11
## 93 2 Summer IP P.ochraceus 12
## 94 2 Summer IP P.ochraceus 13
## 95 2 Summer IP P.ochraceus 14
## 96 2 Summer IP P.ochraceus 16
## 97 2 Summer IP P.ochraceus 2
## 98 2 Summer IP P.ochraceus 3
## 99 2 Summer IP P.ochraceus 4
## 100 2 Summer IP P.ochraceus 5
## 101 2 Summer IP P.ochraceus 8
## 102 2 Summer IP P.ochraceus 9
## 103 2 Summer IP P.ochraceus 10
## 104 2 Summer IP P.ochraceus 11
## 105 2 Summer IP P.ochraceus 12
## 106 2 Summer IP P.ochraceus 13
## 107 2 Summer IP P.ochraceus 14
## 108 2 Summer IP P.ochraceus 15
## 109 2 Summer IP P.ochraceus 17
## 110 1 Spring GSES P.ochraceus 5
## 111 1 Spring GSES P.ochraceus 6
## 112 1 Spring GSES P.ochraceus 7
## 113 1 Spring GSES P.ochraceus 8
## 114 1 Spring GSES P.ochraceus 9
## 115 1 Spring GSES P.ochraceus 10
## 116 1 Spring GSES P.ochraceus 11
## 117 1 Spring GSES P.ochraceus 12
## 118 1 Spring GSES P.ochraceus 13
## 119 1 Spring GSES P.ochraceus 14
## 120 1 Spring GSES P.ochraceus 15
## 121 1 Spring GSES P.ochraceus 16
## 122 1 Spring GSES P.ochraceus 17
## 123 1 Spring GSES P.ochraceus 18
## 124 1 Spring GSES P.ochraceus 19
## 125 1 Spring GSES P.ochraceus 20
## 126 3 Fall GSES P.ochraceus 4
## 127 3 Fall GSES P.ochraceus 5
## 128 3 Fall GSES P.ochraceus 6
## 129 3 Fall GSES P.ochraceus 7
## 130 3 Fall GSES P.ochraceus 8
## 131 3 Fall GSES P.ochraceus 9
## 132 3 Fall GSES P.ochraceus 10
## 133 3 Fall GSES P.ochraceus 11
## 134 3 Fall GSES P.ochraceus 12
## 135 3 Fall GSES P.ochraceus 13
## 136 3 Fall GSES P.ochraceus 14
## 137 3 Fall GSES P.ochraceus 15
## 138 3 Fall GSES P.ochraceus 16
## 139 3 Fall GSES P.ochraceus 17
## 140 3 Fall GSES P.ochraceus 20
## 141 1 Spring GSES P.ochraceus 8
## 142 1 Spring GSES P.ochraceus 9
## 143 1 Spring GSES P.ochraceus 11
## 144 1 Spring GSES P.ochraceus 12
## 145 1 Spring GSES P.ochraceus 13
## 146 1 Spring GSES P.ochraceus 14
## 147 1 Spring GSES P.ochraceus 15
## 148 3 Fall GSES P.ochraceus 8
## 149 3 Fall GSES P.ochraceus 10
## 150 3 Fall GSES P.ochraceus 11
## 151 3 Fall GSES P.ochraceus 13
## 152 1 Spring GSES P.ochraceus 5
## 153 1 Spring GSES P.ochraceus 6
## 154 1 Spring GSES P.ochraceus 10
## 155 1 Spring GSES P.ochraceus 11
## 156 1 Spring GSES P.ochraceus 12
## 157 1 Spring GSES P.ochraceus 13
## 158 1 Spring GSES P.ochraceus 14
## 159 1 Spring GSES P.ochraceus 15
## 160 1 Spring GSES P.ochraceus 15
## 161 1 Spring GSES P.ochraceus 16
## 162 1 Spring GSES P.ochraceus 19
## 163 3 Fall GSES P.ochraceus 9
## 164 3 Fall GSES P.ochraceus 15
## 165 1 Spring GSES P.ochraceus 3
## 166 1 Spring GSES P.ochraceus 5
## 167 1 Spring GSES P.ochraceus 6
## 168 1 Spring GSES P.ochraceus 7
## 169 1 Spring GSES P.ochraceus 8
## 170 1 Spring GSES P.ochraceus 9
## 171 3 Fall GSES P.ochraceus 5
## 172 3 Fall GSES P.ochraceus 6
## 173 3 Fall GSES P.ochraceus 8
## 174 2 Summer IP P.ochraceus 5
## 175 2 Summer IP P.ochraceus 6
## 176 2 Summer IP P.ochraceus 7
## 177 2 Summer IP P.ochraceus 8
## 178 2 Summer IP P.ochraceus 9
## 179 2 Summer IP P.ochraceus 10
## 180 2 Summer IP P.ochraceus 11
## 181 2 Summer IP P.ochraceus 12
## 182 3 Fall IP P.ochraceus 6
## 183 3 Fall IP P.ochraceus 7
## 184 3 Fall IP P.ochraceus 8
## 185 3 Fall IP P.ochraceus 9
## 186 3 Fall IP P.ochraceus 10
## 187 3 Fall IP P.ochraceus 11
## 188 3 Fall IP P.ochraceus 12
## 189 3 Fall IP P.ochraceus 13
## 190 2 Summer IP P.ochraceus 5
## 191 2 Summer IP P.ochraceus 6
## 192 2 Summer IP P.ochraceus 7
## 193 2 Summer IP P.ochraceus 8
## 194 2 Summer IP P.ochraceus 9
## 195 2 Summer IP P.ochraceus 10
## 196 2 Summer IP P.ochraceus 11
## 197 2 Summer IP P.ochraceus 12
## 198 2 Summer IP P.ochraceus 13
## 199 2 Summer IP P.ochraceus 14
## 200 3 Fall IP P.ochraceus 7
## 201 3 Fall IP P.ochraceus 8
## 202 3 Fall IP P.ochraceus 9
## 203 3 Fall IP P.ochraceus 10
## 204 3 Fall IP P.ochraceus 11
## 205 3 Fall IP P.ochraceus 12
## 206 2 Summer IP P.ochraceus 2
## 207 2 Summer IP P.ochraceus 3
## 208 2 Summer IP P.ochraceus 4
## 209 2 Summer IP P.ochraceus 10
## 210 2 Summer IP P.ochraceus 11
## 211 2 Summer IP P.ochraceus 12
## 212 2 Summer IP P.ochraceus 13
## 213 2 Summer IP P.ochraceus 3
## 214 2 Summer IP P.ochraceus 4
## 215 2 Summer IP P.ochraceus 5
## 216 2 Summer IP P.ochraceus 6
## 217 2 Summer IP P.ochraceus 7
## 218 2 Summer IP P.ochraceus 8
## 219 2 Summer IP P.ochraceus 9
## 220 2 Summer IP P.ochraceus 10
## 221 2 Summer IP P.ochraceus 11
## 222 2 Summer IP P.ochraceus 12
## 223 2 Summer IP P.ochraceus 13
## 224 3 Fall IP P.ochraceus 3
## 225 3 Fall IP P.ochraceus 4
## 226 3 Fall IP P.ochraceus 5
## 227 3 Fall IP P.ochraceus 6
## 228 3 Fall IP P.ochraceus 7
## 229 3 Fall IP P.ochraceus 8
## 230 3 Fall IP P.ochraceus 9
## 231 3 Fall IP P.ochraceus 10
## 232 3 Fall IP P.ochraceus 11
## 233 3 Fall IP P.ochraceus 12
## 234 2 Summer IP P.ochraceus 3
## 235 2 Summer IP P.ochraceus 4
## 236 2 Summer IP P.ochraceus 5
## 237 2 Summer IP P.ochraceus 6
## 238 2 Summer IP P.ochraceus 7
## 239 2 Summer IP P.ochraceus 8
## 240 2 Summer IP P.ochraceus 9
## 241 2 Summer IP P.ochraceus 10
## 242 2 Summer IP P.ochraceus 11
## 243 2 Summer IP P.ochraceus 12
## 244 2 Summer IP P.ochraceus 13
## 245 2 Summer IP P.ochraceus 14
## 246 2 Summer IP P.ochraceus 15
## 247 2 Summer IP P.ochraceus 16
## 248 2 Summer IP P.ochraceus 17
## 249 2 Summer IP P.ochraceus 19
## 250 3 Fall IP P.ochraceus 3
## 251 3 Fall IP P.ochraceus 4
## 252 3 Fall IP P.ochraceus 5
## 253 3 Fall IP P.ochraceus 6
## 254 3 Fall IP P.ochraceus 7
## 255 3 Fall IP P.ochraceus 8
## 256 3 Fall IP P.ochraceus 9
## 257 3 Fall IP P.ochraceus 10
## 258 3 Fall IP P.ochraceus 11
## 259 3 Fall IP P.ochraceus 12
## 260 3 Fall IP P.ochraceus 13
## 261 3 Fall IP P.ochraceus 14
## 262 3 Fall IP P.ochraceus 15
## 263 2 Summer IP P.ochraceus 3
## 264 2 Summer IP P.ochraceus 4
## 265 2 Summer IP P.ochraceus 5
## 266 2 Summer IP P.ochraceus 6
## 267 2 Summer IP P.ochraceus 7
## 268 2 Summer IP P.ochraceus 8
## 269 2 Summer IP P.ochraceus 9
## 270 2 Summer IP P.ochraceus 10
## 271 2 Summer IP P.ochraceus 11
## 272 2 Summer IP P.ochraceus 12
## 273 2 Summer IP P.ochraceus 13
## 274 2 Summer IP P.ochraceus 14
## 275 2 Summer IP P.ochraceus 15
## 276 2 Summer IP P.ochraceus 16
## 277 3 Fall IP P.ochraceus 4
## 278 3 Fall IP P.ochraceus 5
## 279 3 Fall IP P.ochraceus 6
## 280 3 Fall IP P.ochraceus 7
## 281 3 Fall IP P.ochraceus 8
## 282 3 Fall IP P.ochraceus 9
## 283 3 Fall IP P.ochraceus 10
## 284 3 Fall IP P.ochraceus 11
## 285 3 Fall IP P.ochraceus 12
## 286 3 Fall IP P.ochraceus 15
## 287 3 Fall IP P.ochraceus 16
## 288 3 Fall IP P.ochraceus 19
## 289 3 Fall IP P.ochraceus 20
## 290 3 Fall IP P.ochraceus 21
## 291 2 Summer IP P.ochraceus 1
## 292 2 Summer IP P.ochraceus 2
## 293 2 Summer IP P.ochraceus 3
## 294 2 Summer IP P.ochraceus 4
## 295 2 Summer IP P.ochraceus 5
## 296 2 Summer IP P.ochraceus 6
## 297 2 Summer IP P.ochraceus 7
## 298 2 Summer IP P.ochraceus 8
## 299 2 Summer IP P.ochraceus 9
## 300 2 Summer IP P.ochraceus 10
## 301 2 Summer IP P.ochraceus 11
## 302 2 Summer IP P.ochraceus 12
## 303 2 Summer IP P.ochraceus 13
## 304 3 Fall IP P.ochraceus 1
## 305 3 Fall IP P.ochraceus 2
## 306 3 Fall IP P.ochraceus 3
## 307 3 Fall IP P.ochraceus 4
## 308 3 Fall IP P.ochraceus 5
## 309 3 Fall IP P.ochraceus 6
## 310 3 Fall IP P.ochraceus 7
## 311 3 Fall IP P.ochraceus 8
## 312 3 Fall IP P.ochraceus 9
## 313 3 Fall IP P.ochraceus 10
## 314 3 Fall IP P.ochraceus 11
## 315 3 Fall IP P.ochraceus 12
## 316 3 Fall IP P.ochraceus 13
## 317 3 Fall IP P.ochraceus 14
## 318 3 Fall IP P.ochraceus 15
## 319 2 Summer IP P.ochraceus 1
## 320 2 Summer IP P.ochraceus 2
## 321 2 Summer IP P.ochraceus 3
## 322 2 Summer IP P.ochraceus 4
## 323 2 Summer IP P.ochraceus 5
## 324 2 Summer IP P.ochraceus 6
## 325 2 Summer IP P.ochraceus 7
## 326 2 Summer IP P.ochraceus 8
## 327 2 Summer IP P.ochraceus 9
## 328 2 Summer IP P.ochraceus 10
## 329 2 Summer IP P.ochraceus 11
## 330 2 Summer IP P.ochraceus 13
## 331 2 Summer IP P.ochraceus 14
## 332 2 Summer IP P.ochraceus 15
## 333 2 Summer IP P.ochraceus 21
## 334 3 Fall IP P.ochraceus 1
## 335 3 Fall IP P.ochraceus 2
## 336 3 Fall IP P.ochraceus 3
## 337 3 Fall IP P.ochraceus 4
## 338 3 Fall IP P.ochraceus 5
## 339 3 Fall IP P.ochraceus 6
## 340 3 Fall IP P.ochraceus 7
## 341 3 Fall IP P.ochraceus 8
## 342 3 Fall IP P.ochraceus 9
## 343 3 Fall IP P.ochraceus 10
## 344 3 Fall IP P.ochraceus 11
## 345 3 Fall IP P.ochraceus 12
## 346 3 Fall IP P.ochraceus 13
## 347 3 Fall IP P.ochraceus 14
## 348 3 Fall IP P.ochraceus 15
## 349 3 Fall IP P.ochraceus 16
## 350 3 Fall IP P.ochraceus 17
## 351 3 Fall IP P.ochraceus 19
## 352 2 Summer IP P.ochraceus 4
## 353 2 Summer IP P.ochraceus 5
## 354 2 Summer IP P.ochraceus 6
## 355 2 Summer IP P.ochraceus 7
## 356 2 Summer IP P.ochraceus 8
## 357 2 Summer IP P.ochraceus 9
## 358 2 Summer IP P.ochraceus 10
## 359 2 Summer IP P.ochraceus 11
## 360 2 Summer IP P.ochraceus 12
## 361 2 Summer IP P.ochraceus 13
## 362 3 Fall IP P.ochraceus 5
## 363 3 Fall IP P.ochraceus 6
## 364 3 Fall IP P.ochraceus 7
## 365 3 Fall IP P.ochraceus 8
## 366 3 Fall IP P.ochraceus 9
## 367 3 Fall IP P.ochraceus 10
## 368 3 Fall IP P.ochraceus 11
## 369 3 Fall IP P.ochraceus 12
## 370 3 Fall IP P.ochraceus 13
## 371 3 Fall IP P.ochraceus 14
## 372 3 Fall IP P.ochraceus 16
## 373 2 Summer IP P.ochraceus 3
## 374 2 Summer IP P.ochraceus 4
## 375 2 Summer IP P.ochraceus 5
## 376 2 Summer IP P.ochraceus 6
## 377 2 Summer IP P.ochraceus 7
## 378 2 Summer IP P.ochraceus 8
## 379 2 Summer IP P.ochraceus 9
## 380 2 Summer IP P.ochraceus 10
## 381 2 Summer IP P.ochraceus 11
## 382 2 Summer IP P.ochraceus 12
## 383 2 Summer IP P.ochraceus 13
## 384 2 Summer IP P.ochraceus 18
## 385 3 Fall IP P.ochraceus 2
## 386 3 Fall IP P.ochraceus 5
## 387 3 Fall IP P.ochraceus 6
## 388 3 Fall IP P.ochraceus 7
## 389 3 Fall IP P.ochraceus 8
## 390 3 Fall IP P.ochraceus 9
## 391 3 Fall IP P.ochraceus 10
## 392 3 Fall IP P.ochraceus 11
## 393 3 Fall IP P.ochraceus 12
## 394 2 Summer IP P.ochraceus 1
## 395 2 Summer IP P.ochraceus 2
## 396 2 Summer IP P.ochraceus 3
## 397 2 Summer IP P.ochraceus 4
## 398 2 Summer IP P.ochraceus 5
## 399 2 Summer IP P.ochraceus 6
## 400 2 Summer IP P.ochraceus 7
## 401 2 Summer IP P.ochraceus 8
## 402 2 Summer IP P.ochraceus 9
## 403 2 Summer IP P.ochraceus 10
## 404 2 Summer IP P.ochraceus 11
## 405 2 Summer IP P.ochraceus 12
## 406 2 Summer IP P.ochraceus 13
## 407 3 Fall IP P.ochraceus 1
## 408 3 Fall IP P.ochraceus 2
## 409 3 Fall IP P.ochraceus 3
## 410 3 Fall IP P.ochraceus 4
## 411 3 Fall IP P.ochraceus 5
## 412 3 Fall IP P.ochraceus 6
## 413 3 Fall IP P.ochraceus 7
## 414 3 Fall IP P.ochraceus 8
## 415 3 Fall IP P.ochraceus 9
## 416 3 Fall IP P.ochraceus 10
## 417 3 Fall IP P.ochraceus 11
## 418 3 Fall IP P.ochraceus 12
## 419 3 Fall IP P.ochraceus 13
## 420 2 Summer IP P.ochraceus 1
## 421 2 Summer IP P.ochraceus 2
## 422 2 Summer IP P.ochraceus 3
## 423 2 Summer IP P.ochraceus 4
## 424 2 Summer IP P.ochraceus 5
## 425 2 Summer IP P.ochraceus 6
## 426 2 Summer IP P.ochraceus 7
## 427 2 Summer IP P.ochraceus 8
## 428 2 Summer IP P.ochraceus 9
## 429 2 Summer IP P.ochraceus 10
## 430 2 Summer IP P.ochraceus 11
## 431 2 Summer IP P.ochraceus 12
## 432 3 Fall IP P.ochraceus 1
## 433 3 Fall IP P.ochraceus 2
## 434 3 Fall IP P.ochraceus 3
## 435 3 Fall IP P.ochraceus 4
## 436 3 Fall IP P.ochraceus 5
## 437 3 Fall IP P.ochraceus 8
## 438 3 Fall IP P.ochraceus 9
## 439 2 Summer IP P.ochraceus 3
## 440 2 Summer IP P.ochraceus 4
## 441 2 Summer IP P.ochraceus 5
## 442 2 Summer IP P.ochraceus 6
## 443 2 Summer IP P.ochraceus 7
## 444 2 Summer IP P.ochraceus 8
## 445 2 Summer IP P.ochraceus 9
## 446 2 Summer IP P.ochraceus 10
## 447 2 Summer IP P.ochraceus 11
## 448 2 Summer IP P.ochraceus 12
## 449 2 Summer IP P.ochraceus 13
## 450 2 Summer IP P.ochraceus 14
## 451 2 Summer IP P.ochraceus 15
## 452 2 Summer IP P.ochraceus 16
## 453 2 Summer IP P.ochraceus 17
## 454 2 Summer IP P.ochraceus 18
## 455 2 Summer IP P.ochraceus 20
## 456 2 Summer IP P.ochraceus 6
## 457 2 Summer IP P.ochraceus 7
## 458 2 Summer IP P.ochraceus 8
## 459 2 Summer IP P.ochraceus 9
## 460 2 Summer IP P.ochraceus 10
## 461 2 Summer IP P.ochraceus 11
## 462 2 Summer IP P.ochraceus 12
## 463 2 Summer IP P.ochraceus 13
## 464 2 Summer IP P.ochraceus 14
## 465 2 Summer IP P.ochraceus 15
## 466 2 Summer IP P.ochraceus 19
## 467 2 Summer IP P.ochraceus 1
## 468 2 Summer IP P.ochraceus 2
## 469 2 Summer IP P.ochraceus 3
## 470 2 Summer IP P.ochraceus 4
## 471 2 Summer IP P.ochraceus 5
## 472 2 Summer IP P.ochraceus 6
## 473 2 Summer IP P.ochraceus 7
## 474 2 Summer IP P.ochraceus 8
## 475 2 Summer IP P.ochraceus 9
## 476 2 Summer IP P.ochraceus 10
## 477 2 Summer IP P.ochraceus 11
## 478 2 Summer IP P.ochraceus 12
## 479 2 Summer IP P.ochraceus 13
## 480 2 Summer IP P.ochraceus 14
## 481 2 Summer IP P.ochraceus 16
## 482 2 Summer IP P.ochraceus 1
## 483 2 Summer IP P.ochraceus 2
## 484 2 Summer IP P.ochraceus 3
## 485 2 Summer IP P.ochraceus 4
## 486 2 Summer IP P.ochraceus 5
## 487 2 Summer IP P.ochraceus 6
## 488 2 Summer IP P.ochraceus 7
## 489 2 Summer IP P.ochraceus 8
## 490 2 Summer IP P.ochraceus 9
## 491 2 Summer IP P.ochraceus 10
## 492 2 Summer IP P.ochraceus 11
## 493 2 Summer IP P.ochraceus 12
## 494 2 Summer IP P.ochraceus 13
## 495 2 Summer IP P.ochraceus 14
## 496 2 Summer IP P.ochraceus 16
## 497 2 Summer IP P.ochraceus 17
## 498 2 Summer IP P.ochraceus 19
## 499 2 Summer IP P.ochraceus 7
## 500 2 Summer IP P.ochraceus 8
## 501 2 Summer IP P.ochraceus 9
## 502 2 Summer IP P.ochraceus 10
## 503 2 Summer IP P.ochraceus 11
## 504 2 Summer IP P.ochraceus 12
## 505 2 Summer IP P.ochraceus 13
## 506 2 Summer IP P.ochraceus 14
## 507 2 Summer IP P.ochraceus 7
## 508 2 Summer IP P.ochraceus 8
## 509 2 Summer IP P.ochraceus 9
## 510 2 Summer IP P.ochraceus 10
## 511 2 Summer IP P.ochraceus 11
## 512 2 Summer IP P.ochraceus 12
## 513 2 Summer IP P.ochraceus 13
## 514 2 Summer IP P.ochraceus 14
## 515 2 Summer IP P.ochraceus 20
## 516 2 Summer IP P.ochraceus 5
## 517 2 Summer IP P.ochraceus 6
## 518 2 Summer IP P.ochraceus 7
## 519 2 Summer IP P.ochraceus 10
## 520 2 Summer IP P.ochraceus 11
## 521 2 Summer IP P.ochraceus 12
## 522 2 Summer IP P.ochraceus 14
## 523 2 Summer IP P.ochraceus 2
## 524 2 Summer IP P.ochraceus 4
## 525 2 Summer IP P.ochraceus 5
## 526 2 Summer IP P.ochraceus 6
## 527 2 Summer IP P.ochraceus 7
## 528 2 Summer IP P.ochraceus 8
## 529 2 Summer IP P.ochraceus 10
## 530 2 Summer IP P.ochraceus 11
## 531 2 Summer IP P.ochraceus 12
## 532 2 Summer IP P.ochraceus 13
## 533 2 Summer IP P.ochraceus 14
## 534 1 Spring IP P.ochraceus 2
## 535 1 Spring IP P.ochraceus 3
## 536 1 Spring IP P.ochraceus 4
## 537 1 Spring IP P.ochraceus 5
## 538 1 Spring IP P.ochraceus 6
## 539 1 Spring IP P.ochraceus 7
## 540 1 Spring IP P.ochraceus 8
## 541 1 Spring IP P.ochraceus 9
## 542 1 Spring IP P.ochraceus 10
## 543 1 Spring IP P.ochraceus 11
## 544 1 Spring IP P.ochraceus 12
## 545 1 Spring IP P.ochraceus 13
## 546 3 Fall IP P.ochraceus 1
## 547 3 Fall IP P.ochraceus 2
## 548 3 Fall IP P.ochraceus 3
## 549 3 Fall IP P.ochraceus 4
## 550 3 Fall IP P.ochraceus 5
## 551 3 Fall IP P.ochraceus 6
## 552 3 Fall IP P.ochraceus 7
## 553 3 Fall IP P.ochraceus 8
## 554 3 Fall IP P.ochraceus 9
## 555 3 Fall IP P.ochraceus 10
## 556 3 Fall IP P.ochraceus 11
## 557 3 Fall IP P.ochraceus 12
## 558 3 Fall IP P.ochraceus 13
## 559 1 Spring IP P.ochraceus 1
## 560 1 Spring IP P.ochraceus 2
## 561 1 Spring IP P.ochraceus 3
## 562 1 Spring IP P.ochraceus 4
## 563 1 Spring IP P.ochraceus 5
## 564 1 Spring IP P.ochraceus 6
## 565 1 Spring IP P.ochraceus 8
## 566 1 Spring IP P.ochraceus 9
## 567 1 Spring IP P.ochraceus 10
## 568 3 Fall IP P.ochraceus 1
## 569 3 Fall IP P.ochraceus 2
## 570 3 Fall IP P.ochraceus 3
## 571 3 Fall IP P.ochraceus 4
## 572 3 Fall IP P.ochraceus 5
## 573 3 Fall IP P.ochraceus 6
## 574 3 Fall IP P.ochraceus 7
## 575 3 Fall IP P.ochraceus 11
## 576 1 Spring IP P.ochraceus 1
## 577 1 Spring IP P.ochraceus 2
## 578 1 Spring IP P.ochraceus 3
## 579 1 Spring IP P.ochraceus 4
## 580 1 Spring IP P.ochraceus 5
## 581 1 Spring IP P.ochraceus 6
## 582 1 Spring IP P.ochraceus 7
## 583 1 Spring IP P.ochraceus 8
## 584 1 Spring IP P.ochraceus 11
## 585 1 Spring IP P.ochraceus 13
## 586 1 Spring IP P.ochraceus 14
## 587 3 Fall IP P.ochraceus 1
## 588 3 Fall IP P.ochraceus 2
## 589 3 Fall IP P.ochraceus 3
## 590 3 Fall IP P.ochraceus 4
## 591 3 Fall IP P.ochraceus 5
## 592 3 Fall IP P.ochraceus 6
## 593 3 Fall IP P.ochraceus 10
## 594 3 Fall IP P.ochraceus 11
## 595 1 Spring IP P.ochraceus 1
## 596 1 Spring IP P.ochraceus 2
## 597 1 Spring IP P.ochraceus 3
## 598 1 Spring IP P.ochraceus 4
## 599 1 Spring IP P.ochraceus 5
## 600 1 Spring IP P.ochraceus 6
## 601 1 Spring IP P.ochraceus 7
## 602 1 Spring IP P.ochraceus 8
## 603 1 Spring IP P.ochraceus 9
## 604 1 Spring IP P.ochraceus 11
## 605 1 Spring IP P.ochraceus 2
## 606 1 Spring IP P.ochraceus 3
## 607 1 Spring IP P.ochraceus 4
## 608 1 Spring IP P.ochraceus 5
## 609 1 Spring IP P.ochraceus 6
## 610 1 Spring IP P.ochraceus 7
## 611 1 Spring IP P.ochraceus 8
## 612 1 Spring IP P.ochraceus 9
## 613 1 Spring IP P.ochraceus 10
## 614 1 Spring IP P.ochraceus 11
## 615 1 Spring IP P.ochraceus 12
## 616 3 Fall IP P.ochraceus 2
## 617 3 Fall IP P.ochraceus 3
## 618 3 Fall IP P.ochraceus 4
## 619 3 Fall IP P.ochraceus 5
## 620 3 Fall IP P.ochraceus 6
## 621 3 Fall IP P.ochraceus 7
## 622 3 Fall IP P.ochraceus 8
## 623 3 Fall IP P.ochraceus 9
## 624 3 Fall IP P.ochraceus 10
## 625 3 Fall IP P.ochraceus 12
## 626 1 Spring IP P.ochraceus 1
## 627 1 Spring IP P.ochraceus 2
## 628 1 Spring IP P.ochraceus 3
## 629 1 Spring IP P.ochraceus 4
## 630 1 Spring IP P.ochraceus 5
## 631 1 Spring IP P.ochraceus 6
## 632 1 Spring IP P.ochraceus 7
## 633 1 Spring IP P.ochraceus 9
## 634 1 Spring IP P.ochraceus 10
## 635 1 Spring IP P.ochraceus 11
## 636 3 Fall IP P.ochraceus 1
## 637 3 Fall IP P.ochraceus 2
## 638 3 Fall IP P.ochraceus 3
## 639 3 Fall IP P.ochraceus 4
## 640 3 Fall IP P.ochraceus 5
## 641 3 Fall IP P.ochraceus 6
## 642 3 Fall IP P.ochraceus 7
## 643 3 Fall IP P.ochraceus 8
## 644 1 Spring IP P.ochraceus 1
## 645 1 Spring IP P.ochraceus 2
## 646 1 Spring IP P.ochraceus 3
## 647 1 Spring IP P.ochraceus 4
## 648 1 Spring IP P.ochraceus 5
## 649 1 Spring IP P.ochraceus 6
## 650 1 Spring IP P.ochraceus 7
## 651 1 Spring IP P.ochraceus 8
## 652 1 Spring IP P.ochraceus 9
## 653 1 Spring IP P.ochraceus 12
## 654 3 Fall IP P.ochraceus 2
## 655 3 Fall IP P.ochraceus 3
## 656 3 Fall IP P.ochraceus 4
## 657 3 Fall IP P.ochraceus 5
## 658 3 Fall IP P.ochraceus 6
## 659 3 Fall IP P.ochraceus 7
## 660 3 Fall IP P.ochraceus 8
## 661 3 Fall IP P.ochraceus 10
## 662 1 Spring IP P.ochraceus 2
## 663 1 Spring IP P.ochraceus 3
## 664 1 Spring IP P.ochraceus 4
## 665 1 Spring IP P.ochraceus 5
## 666 1 Spring IP P.ochraceus 6
## 667 1 Spring IP P.ochraceus 7
## 668 1 Spring IP P.ochraceus 8
## 669 1 Spring IP P.ochraceus 9
## 670 1 Spring IP P.ochraceus 10
## 671 1 Spring IP P.ochraceus 11
## 672 1 Spring IP P.ochraceus 12
## 673 1 Spring IP P.ochraceus 13
## 674 1 Spring IP P.ochraceus 6
## 675 1 Spring IP P.ochraceus 7
## 676 1 Spring IP P.ochraceus 8
## 677 1 Spring IP P.ochraceus 9
## 678 1 Spring IP P.ochraceus 10
## 679 1 Spring IP P.ochraceus 11
## 680 1 Spring IP P.ochraceus 12
## 681 1 Spring IP P.ochraceus 13
## 682 1 Spring IP P.ochraceus 15
## 683 1 Spring IP P.ochraceus 16
## 684 3 Fall IP P.ochraceus 4
## 685 3 Fall IP P.ochraceus 5
## 686 3 Fall IP P.ochraceus 6
## 687 3 Fall IP P.ochraceus 7
## 688 3 Fall IP P.ochraceus 8
## 689 3 Fall IP P.ochraceus 9
## 690 3 Fall IP P.ochraceus 10
## 691 3 Fall IP P.ochraceus 11
## 692 3 Fall IP P.ochraceus 12
## 693 3 Fall IP P.ochraceus 13
## 694 3 Fall IP P.ochraceus 14
## 695 3 Fall IP P.ochraceus 15
## 696 3 Fall IP P.ochraceus 16
## 697 3 Fall IP P.ochraceus 17
## 698 3 Fall IP P.ochraceus 18
## 699 1 Spring IP P.ochraceus 3
## 700 1 Spring IP P.ochraceus 4
## 701 1 Spring IP P.ochraceus 5
## 702 1 Spring IP P.ochraceus 6
## 703 1 Spring IP P.ochraceus 7
## 704 1 Spring IP P.ochraceus 8
## 705 1 Spring IP P.ochraceus 9
## 706 1 Spring IP P.ochraceus 10
## 707 1 Spring IP P.ochraceus 11
## 708 1 Spring IP P.ochraceus 12
## 709 1 Spring IP P.ochraceus 13
## 710 1 Spring IP P.ochraceus 14
## 711 1 Spring IP P.ochraceus 15
## 712 3 Fall IP P.ochraceus 2
## 713 3 Fall IP P.ochraceus 3
## 714 3 Fall IP P.ochraceus 4
## 715 3 Fall IP P.ochraceus 5
## 716 3 Fall IP P.ochraceus 6
## 717 3 Fall IP P.ochraceus 7
## 718 3 Fall IP P.ochraceus 8
## 719 3 Fall IP P.ochraceus 9
## 720 3 Fall IP P.ochraceus 11
## 721 3 Fall IP P.ochraceus 13
## 722 3 Fall IP P.ochraceus 14
## 723 1 Spring IP P.ochraceus 5
## 724 1 Spring IP P.ochraceus 6
## 725 1 Spring IP P.ochraceus 7
## 726 1 Spring IP P.ochraceus 9
## 727 1 Spring IP P.ochraceus 11
## 728 1 Spring IP P.ochraceus 12
## 729 1 Spring IP P.ochraceus 13
## 730 1 Spring IP P.ochraceus 14
## 731 3 Fall IP P.ochraceus 4
## 732 3 Fall IP P.ochraceus 5
## 733 3 Fall IP P.ochraceus 6
## 734 3 Fall IP P.ochraceus 7
## 735 3 Fall IP P.ochraceus 8
## 736 3 Fall IP P.ochraceus 9
## 737 3 Fall IP P.ochraceus 10
## 738 3 Fall IP P.ochraceus 11
## 739 3 Fall IP P.ochraceus 12
## 740 3 Fall IP P.ochraceus 13
## 741 3 Fall IP P.ochraceus 14
## 742 1 Spring IP P.ochraceus 5
## 743 1 Spring IP P.ochraceus 6
## 744 1 Spring IP P.ochraceus 7
## 745 1 Spring IP P.ochraceus 8
## 746 1 Spring IP P.ochraceus 9
## 747 1 Spring IP P.ochraceus 10
## 748 1 Spring IP P.ochraceus 11
## 749 1 Spring IP P.ochraceus 12
## 750 3 Fall IP P.ochraceus 8
## 751 3 Fall IP P.ochraceus 9
## 752 3 Fall IP P.ochraceus 10
## 753 3 Fall IP P.ochraceus 11
## 754 3 Fall IP P.ochraceus 12
## 755 3 Fall IP P.ochraceus 13
## 756 3 Fall IP P.ochraceus 14
## 757 3 Fall IP P.ochraceus 16
## 758 1 Spring IP P.ochraceus 4
## 759 1 Spring IP P.ochraceus 5
## 760 1 Spring IP P.ochraceus 6
## 761 1 Spring IP P.ochraceus 7
## 762 1 Spring IP P.ochraceus 8
## 763 1 Spring IP P.ochraceus 9
## 764 1 Spring IP P.ochraceus 10
## 765 1 Spring IP P.ochraceus 11
## 766 1 Spring IP P.ochraceus 12
## 767 3 Fall IP P.ochraceus 2
## 768 3 Fall IP P.ochraceus 3
## 769 3 Fall IP P.ochraceus 4
## 770 3 Fall IP P.ochraceus 5
## 771 3 Fall IP P.ochraceus 6
## 772 3 Fall IP P.ochraceus 7
## 773 3 Fall IP P.ochraceus 8
## 774 3 Fall IP P.ochraceus 9
## 775 3 Fall IP P.ochraceus 10
## 776 3 Fall IP P.ochraceus 11
## 777 3 Fall IP P.ochraceus 12
## 778 3 Fall IP P.ochraceus 13
## 779 3 Fall IP P.ochraceus 14
## 780 3 Fall IP P.ochraceus 16
## 781 1 Spring IP P.ochraceus 2
## 782 1 Spring IP P.ochraceus 3
## 783 1 Spring IP P.ochraceus 4
## 784 1 Spring IP P.ochraceus 5
## 785 1 Spring IP P.ochraceus 6
## 786 1 Spring IP P.ochraceus 7
## 787 1 Spring IP P.ochraceus 9
## 788 1 Spring IP P.ochraceus 10
## 789 3 Fall IP P.ochraceus 1
## 790 3 Fall IP P.ochraceus 2
## 791 3 Fall IP P.ochraceus 3
## 792 3 Fall IP P.ochraceus 4
## 793 3 Fall IP P.ochraceus 5
## 794 3 Fall IP P.ochraceus 6
## 795 3 Fall IP P.ochraceus 7
## 796 3 Fall IP P.ochraceus 8
## 797 3 Fall IP P.ochraceus 9
## 798 3 Fall IP P.ochraceus 10
## 799 1 Spring IP P.ochraceus 2
## 800 1 Spring IP P.ochraceus 3
## 801 1 Spring IP P.ochraceus 4
## 802 1 Spring IP P.ochraceus 5
## 803 1 Spring IP P.ochraceus 6
## 804 1 Spring IP P.ochraceus 7
## 805 1 Spring IP P.ochraceus 8
## 806 1 Spring IP P.ochraceus 9
## 807 1 Spring IP P.ochraceus 10
## 808 1 Spring IP P.ochraceus 11
## 809 2 Summer IP P.ochraceus 6
## 810 2 Summer IP P.ochraceus 7
## 811 2 Summer IP P.ochraceus 8
## 812 2 Summer IP P.ochraceus 9
## 813 2 Summer IP P.ochraceus 10
## 814 2 Summer IP P.ochraceus 11
## 815 2 Summer IP P.ochraceus 13
## 816 2 Summer IP P.ochraceus 19
## 817 2 Summer IP P.ochraceus 20
## 818 2 Summer IP P.ochraceus 6
## 819 2 Summer IP P.ochraceus 7
## 820 2 Summer IP P.ochraceus 8
## 821 2 Summer IP P.ochraceus 9
## 822 2 Summer IP P.ochraceus 10
## 823 2 Summer IP P.ochraceus 11
## 824 2 Summer IP P.ochraceus 12
## 825 2 Summer IP P.ochraceus 13
## 826 2 Summer IP P.ochraceus 6
## 827 2 Summer IP P.ochraceus 7
## 828 2 Summer IP P.ochraceus 8
## 829 2 Summer IP P.ochraceus 9
## 830 2 Summer IP P.ochraceus 10
## 831 2 Summer IP P.ochraceus 11
## 832 2 Summer IP P.ochraceus 5
## 833 2 Summer IP P.ochraceus 6
## 834 2 Summer IP P.ochraceus 7
## 835 2 Summer IP P.ochraceus 8
## 836 2 Summer IP P.ochraceus 9
## 837 2 Summer IP P.ochraceus 10
## 838 2 Summer IP P.ochraceus 11
## 839 2 Summer IP P.ochraceus 12
## 840 2 Summer IP P.ochraceus 13
## 841 1 Spring IP P.ochraceus 4
## 842 1 Spring IP P.ochraceus 5
## 843 1 Spring IP P.ochraceus 6
## 844 1 Spring IP P.ochraceus 7
## 845 1 Spring IP P.ochraceus 8
## 846 1 Spring IP P.ochraceus 9
## 847 1 Spring IP P.ochraceus 10
## 848 1 Spring IP P.ochraceus 11
## 849 1 Spring IP P.ochraceus 12
## 850 1 Spring IP P.ochraceus 13
## 851 1 Spring IP P.ochraceus 14
## 852 1 Spring IP P.ochraceus 15
## 853 3 Fall IP P.ochraceus 3
## 854 3 Fall IP P.ochraceus 4
## 855 3 Fall IP P.ochraceus 5
## 856 3 Fall IP P.ochraceus 6
## 857 3 Fall IP P.ochraceus 7
## 858 3 Fall IP P.ochraceus 8
## 859 3 Fall IP P.ochraceus 9
## 860 3 Fall IP P.ochraceus 10
## 861 3 Fall IP P.ochraceus 11
## 862 3 Fall IP P.ochraceus 12
## 863 3 Fall IP P.ochraceus 13
## 864 3 Fall IP P.ochraceus 14
## 865 3 Fall IP P.ochraceus 15
## 866 1 Spring IP P.ochraceus 3
## 867 1 Spring IP P.ochraceus 4
## 868 1 Spring IP P.ochraceus 5
## 869 1 Spring IP P.ochraceus 6
## 870 1 Spring IP P.ochraceus 7
## 871 1 Spring IP P.ochraceus 8
## 872 1 Spring IP P.ochraceus 9
## 873 1 Spring IP P.ochraceus 10
## 874 1 Spring IP P.ochraceus 11
## 875 1 Spring IP P.ochraceus 13
## 876 1 Spring IP P.ochraceus 15
## 877 3 Fall IP P.ochraceus 3
## 878 3 Fall IP P.ochraceus 4
## 879 3 Fall IP P.ochraceus 5
## 880 3 Fall IP P.ochraceus 6
## 881 3 Fall IP P.ochraceus 7
## 882 3 Fall IP P.ochraceus 8
## 883 3 Fall IP P.ochraceus 9
## 884 3 Fall IP P.ochraceus 10
## 885 3 Fall IP P.ochraceus 11
## 886 3 Fall IP P.ochraceus 14
## 887 3 Fall IP P.ochraceus 15
## 888 1 Spring IP P.ochraceus 3
## 889 1 Spring IP P.ochraceus 4
## 890 1 Spring IP P.ochraceus 5
## 891 1 Spring IP P.ochraceus 6
## 892 1 Spring IP P.ochraceus 7
## 893 1 Spring IP P.ochraceus 8
## 894 1 Spring IP P.ochraceus 9
## 895 1 Spring IP P.ochraceus 10
## 896 1 Spring IP P.ochraceus 11
## 897 1 Spring IP P.ochraceus 13
## 898 3 Fall IP P.ochraceus 1
## 899 3 Fall IP P.ochraceus 2
## 900 3 Fall IP P.ochraceus 3
## 901 3 Fall IP P.ochraceus 4
## 902 3 Fall IP P.ochraceus 5
## 903 3 Fall IP P.ochraceus 6
## 904 3 Fall IP P.ochraceus 7
## 905 3 Fall IP P.ochraceus 8
## 906 3 Fall IP P.ochraceus 9
## 907 3 Fall IP P.ochraceus 10
## 908 3 Fall IP P.ochraceus 11
## 909 3 Fall IP P.ochraceus 12
## 910 3 Fall IP P.ochraceus 13
## 911 3 Fall IP P.ochraceus 14
## 912 1 Spring IP P.ochraceus 3
## 913 1 Spring IP P.ochraceus 4
## 914 1 Spring IP P.ochraceus 5
## 915 1 Spring IP P.ochraceus 6
## 916 1 Spring IP P.ochraceus 7
## 917 1 Spring IP P.ochraceus 8
## 918 1 Spring IP P.ochraceus 9
## 919 1 Spring IP P.ochraceus 10
## 920 1 Spring IP P.ochraceus 11
## 921 1 Spring IP P.ochraceus 12
## 922 1 Spring IP P.ochraceus 13
## 923 1 Spring IP P.ochraceus 14
## 924 1 Spring IP P.ochraceus 19
## 925 2 Summer IP P.ochraceus 3
## 926 2 Summer IP P.ochraceus 4
## 927 2 Summer IP P.ochraceus 6
## 928 2 Summer IP P.ochraceus 7
## 929 2 Summer IP P.ochraceus 8
## 930 2 Summer IP P.ochraceus 9
## 931 2 Summer IP P.ochraceus 10
## 932 2 Summer IP P.ochraceus 11
## 933 2 Summer IP P.ochraceus 12
## 934 2 Summer IP P.ochraceus 13
## 935 2 Summer IP P.ochraceus 14
## 936 2 Summer IP P.ochraceus 15
## 937 2 Summer IP P.ochraceus 16
## 938 2 Summer IP P.ochraceus 17
## 939 2 Summer IP P.ochraceus 18
## 940 2 Summer IP P.ochraceus 19
## 941 2 Summer IP P.ochraceus 5
## 942 2 Summer IP P.ochraceus 6
## 943 2 Summer IP P.ochraceus 7
## 944 2 Summer IP P.ochraceus 8
## 945 2 Summer IP P.ochraceus 9
## 946 2 Summer IP P.ochraceus 10
## 947 2 Summer IP P.ochraceus 11
## 948 2 Summer IP P.ochraceus 12
## 949 2 Summer IP P.ochraceus 13
## 950 2 Summer IP P.ochraceus 14
## 951 2 Summer IP P.ochraceus 15
## 952 2 Summer IP P.ochraceus 16
## 953 2 Summer IP P.ochraceus 17
## 954 2 Summer IP P.ochraceus 18
## 955 2 Summer IP P.ochraceus 2
## 956 2 Summer IP P.ochraceus 3
## 957 2 Summer IP P.ochraceus 4
## 958 2 Summer IP P.ochraceus 5
## 959 2 Summer IP P.ochraceus 6
## 960 2 Summer IP P.ochraceus 7
## 961 2 Summer IP P.ochraceus 8
## 962 2 Summer IP P.ochraceus 9
## 963 2 Summer IP P.ochraceus 10
## 964 2 Summer IP P.ochraceus 11
## 965 2 Summer IP P.ochraceus 12
## 966 2 Summer IP P.ochraceus 13
## 967 2 Summer IP P.ochraceus 14
## 968 2 Summer IP P.ochraceus 15
## 969 2 Summer IP P.ochraceus 16
## 970 2 Summer IP P.ochraceus 17
## 971 2 Summer IP P.ochraceus 18
## 972 2 Summer IP P.ochraceus 2
## 973 2 Summer IP P.ochraceus 3
## 974 2 Summer IP P.ochraceus 4
## 975 2 Summer IP P.ochraceus 5
## 976 2 Summer IP P.ochraceus 6
## 977 2 Summer IP P.ochraceus 7
## 978 2 Summer IP P.ochraceus 8
## 979 2 Summer IP P.ochraceus 9
## 980 2 Summer IP P.ochraceus 10
## 981 2 Summer IP P.ochraceus 11
## 982 2 Summer IP P.ochraceus 12
## 983 2 Summer IP P.ochraceus 13
## 984 2 Summer IP P.ochraceus 14
## 985 2 Summer IP P.ochraceus 15
## 986 2 Summer IP P.ochraceus 16
## 987 2 Summer IP P.ochraceus 17
## 988 2 Summer IP P.ochraceus 18
## 989 2 Summer IP P.ochraceus 19
## 990 1 Spring GSES P.ochraceus 4
## 991 1 Spring GSES P.ochraceus 5
## 992 1 Spring GSES P.ochraceus 6
## 993 1 Spring GSES P.ochraceus 7
## 994 1 Spring GSES P.ochraceus 8
## 995 1 Spring GSES P.ochraceus 9
## 996 1 Spring GSES P.ochraceus 10
## 997 1 Spring GSES P.ochraceus 11
## 998 1 Spring GSES P.ochraceus 12
## 999 1 Spring GSES P.ochraceus 13
## 1000 1 Spring GSES P.ochraceus 14
## 1001 1 Spring GSES P.ochraceus 15
## 1002 1 Spring GSES P.ochraceus 16
## 1003 1 Spring GSES P.ochraceus 17
## 1004 1 Spring GSES P.ochraceus 18
## 1005 1 Spring GSES P.ochraceus 19
## 1006 1 Spring GSES P.ochraceus 21
## 1007 3 Fall GSES P.ochraceus 4
## 1008 3 Fall GSES P.ochraceus 6
## 1009 3 Fall GSES P.ochraceus 7
## 1010 3 Fall GSES P.ochraceus 8
## 1011 3 Fall GSES P.ochraceus 9
## 1012 3 Fall GSES P.ochraceus 10
## 1013 3 Fall GSES P.ochraceus 11
## 1014 3 Fall GSES P.ochraceus 12
## 1015 3 Fall GSES P.ochraceus 13
## 1016 3 Fall GSES P.ochraceus 14
## 1017 3 Fall GSES P.ochraceus 15
## 1018 3 Fall GSES P.ochraceus 16
## 1019 3 Fall GSES P.ochraceus 17
## 1020 3 Fall GSES P.ochraceus 18
## 1021 3 Fall GSES P.ochraceus 19
## 1022 3 Fall IP P.ochraceus 3
## 1023 3 Fall IP P.ochraceus 9
## 1024 3 Fall IP P.ochraceus 10
## 1025 3 Fall IP P.ochraceus 11
## 1026 3 Fall IP P.ochraceus 12
## 1027 3 Fall IP P.ochraceus 13
## 1028 1 Spring IP P.ochraceus 2
## 1029 1 Spring IP P.ochraceus 5
## 1030 1 Spring IP P.ochraceus 6
## 1031 1 Spring IP P.ochraceus 7
## 1032 1 Spring IP P.ochraceus 8
## 1033 1 Spring IP P.ochraceus 9
## 1034 1 Spring IP P.ochraceus 10
## 1035 1 Spring IP P.ochraceus 12
## 1036 1 Spring IP P.ochraceus 13
## 1037 1 Spring IP P.ochraceus 16
## 1038 3 Fall GSES P.ochraceus 3
## 1039 1 Spring GSES P.ochraceus 5
## 1040 3 Fall GSES P.ochraceus 6
## 1041 1 Spring IP P.ochraceus 6
## 1042 1 Spring IP P.ochraceus 7
## 1043 1 Spring IP P.ochraceus 8
## 1044 1 Spring IP P.ochraceus 9
## 1045 1 Spring IP P.ochraceus 10
## 1046 1 Spring IP P.ochraceus 11
## 1047 1 Spring IP P.ochraceus 12
## 1048 1 Spring IP P.ochraceus 13
## 1049 1 Spring IP P.ochraceus 14
## 1050 1 Spring IP P.ochraceus 15
## 1051 3 Fall IP P.ochraceus 1
## 1052 3 Fall IP P.ochraceus 2
## 1053 3 Fall IP P.ochraceus 3
## 1054 3 Fall IP P.ochraceus 4
## 1055 3 Fall IP P.ochraceus 5
## 1056 3 Fall IP P.ochraceus 7
## 1057 3 Fall IP P.ochraceus 8
## 1058 3 Fall IP P.ochraceus 9
## 1059 3 Fall IP P.ochraceus 10
## 1060 3 Fall IP P.ochraceus 11
## 1061 3 Fall IP P.ochraceus 12
## 1062 3 Fall IP P.ochraceus 13
## 1063 1 Spring IP P.ochraceus 1
## 1064 1 Spring IP P.ochraceus 2
## 1065 1 Spring IP P.ochraceus 3
## 1066 1 Spring IP P.ochraceus 5
## 1067 1 Spring IP P.ochraceus 11
## 1068 1 Spring IP P.ochraceus 13
## 1069 1 Spring IP P.ochraceus 14
## 1070 3 Fall IP P.ochraceus 6
## 1071 3 Fall IP P.ochraceus 9
## 1072 3 Fall IP P.ochraceus 12
## 1073 3 Fall IP P.ochraceus 13
## 1074 1 Spring IP P.ochraceus 2
## 1075 1 Spring IP P.ochraceus 4
## 1076 1 Spring IP P.ochraceus 5
## 1077 1 Spring IP P.ochraceus 6
## 1078 1 Spring IP P.ochraceus 7
## 1079 1 Spring IP P.ochraceus 8
## 1080 1 Spring IP P.ochraceus 10
## 1081 1 Spring IP P.ochraceus 12
## 1082 1 Spring IP P.ochraceus 13
## 1083 3 Fall IP P.ochraceus 2
## 1084 3 Fall IP P.ochraceus 4
## 1085 3 Fall IP P.ochraceus 5
## 1086 3 Fall IP P.ochraceus 6
## 1087 3 Fall IP P.ochraceus 7
## 1088 3 Fall IP P.ochraceus 10
## 1089 3 Fall IP P.ochraceus 12
## 1090 1 Spring IP P.ochraceus 4
## 1091 1 Spring IP P.ochraceus 5
## 1092 1 Spring IP P.ochraceus 6
## 1093 1 Spring IP P.ochraceus 7
## 1094 1 Spring IP P.ochraceus 8
## 1095 1 Spring IP P.ochraceus 9
## 1096 1 Spring IP P.ochraceus 10
## 1097 1 Spring IP P.ochraceus 11
## 1098 1 Spring GSES P.ochraceus 6
## 1099 1 Spring GSES P.ochraceus 7
## 1100 1 Spring GSES P.ochraceus 8
## 1101 1 Spring GSES P.ochraceus 9
## 1102 1 Spring GSES P.ochraceus 10
## 1103 1 Spring GSES P.ochraceus 11
## 1104 1 Spring GSES P.ochraceus 12
## 1105 1 Spring GSES P.ochraceus 13
## 1106 1 Spring GSES P.ochraceus 14
## 1107 1 Spring GSES P.ochraceus 15
## 1108 1 Spring GSES P.ochraceus 16
## 1109 1 Spring GSES P.ochraceus 17
## 1110 1 Spring GSES P.ochraceus 18
## 1111 3 Fall GSES P.ochraceus 6
## 1112 3 Fall GSES P.ochraceus 7
## 1113 3 Fall GSES P.ochraceus 8
## 1114 3 Fall GSES P.ochraceus 9
## 1115 3 Fall GSES P.ochraceus 10
## 1116 3 Fall GSES P.ochraceus 11
## 1117 3 Fall GSES P.ochraceus 12
## 1118 3 Fall GSES P.ochraceus 13
## 1119 3 Fall GSES P.ochraceus 14
## 1120 3 Fall GSES P.ochraceus 15
## 1121 3 Fall GSES P.ochraceus 16
## 1122 3 Fall GSES P.ochraceus 17
## 1123 3 Fall GSES P.ochraceus 18
## 1124 3 Fall GSES P.ochraceus 19
## 1125 3 Fall GSES P.ochraceus 20
## 1126 1 Spring GSES P.ochraceus 10
## size_bin total mpa_region georegion
## 1 40 4 OR OR
## 2 50 9 OR OR
## 3 60 11 OR OR
## 4 70 22 OR OR
## 5 80 37 OR OR
## 6 90 39 OR OR
## 7 100 27 OR OR
## 8 110 23 OR OR
## 9 120 14 OR OR
## 10 130 19 OR OR
## 11 140 9 OR OR
## 12 150 7 OR OR
## 13 160 6 OR OR
## 14 10 6 OR OR
## 15 20 9 OR OR
## 16 30 11 OR OR
## 17 50 4 OR OR
## 18 60 13 OR OR
## 19 70 14 OR OR
## 20 80 18 OR OR
## 21 90 14 OR OR
## 22 100 13 OR OR
## 23 110 11 OR OR
## 24 120 12 OR OR
## 25 130 8 OR OR
## 26 140 6 OR OR
## 27 150 1 OR OR
## 28 5 22 OR OR
## 29 10 100 OR OR
## 30 20 69 OR OR
## 31 30 56 OR OR
## 32 40 42 OR OR
## 33 50 21 OR OR
## 34 60 20 OR OR
## 35 70 11 OR OR
## 36 80 8 OR OR
## 37 90 10 OR OR
## 38 100 9 OR OR
## 39 110 8 OR OR
## 40 120 4 OR OR
## 41 130 1 OR OR
## 42 140 5 OR OR
## 43 150 2 OR OR
## 44 160 1 OR OR
## 45 5 56 OR OR
## 46 10 116 OR OR
## 47 20 131 OR OR
## 48 30 66 OR OR
## 49 40 36 OR OR
## 50 50 20 OR OR
## 51 60 11 OR OR
## 52 70 6 OR OR
## 53 80 8 OR OR
## 54 90 3 OR OR
## 55 100 5 OR OR
## 56 110 3 OR OR
## 57 120 3 OR OR
## 58 130 2 OR OR
## 59 160 2 OR OR
## 60 50 11 NULL OR
## 61 60 17 NULL OR
## 62 70 30 NULL OR
## 63 80 33 NULL OR
## 64 90 32 NULL OR
## 65 100 26 NULL OR
## 66 110 30 NULL OR
## 67 120 22 NULL OR
## 68 130 5 NULL OR
## 69 140 6 NULL OR
## 70 150 2 NULL OR
## 71 160 2 NULL OR
## 72 170 1 NULL OR
## 73 180 1 NULL OR
## 74 50 5 NULL OR
## 75 60 29 NULL OR
## 76 70 32 NULL OR
## 77 80 59 NULL OR
## 78 90 78 NULL OR
## 79 100 67 NULL OR
## 80 110 56 NULL OR
## 81 120 50 NULL OR
## 82 130 29 NULL OR
## 83 140 12 NULL OR
## 84 150 5 NULL OR
## 85 160 2 NULL OR
## 86 170 4 NULL OR
## 87 190 1 NULL OR
## 88 5 1 NULL OR
## 89 70 2 NULL OR
## 90 80 3 NULL OR
## 91 90 5 NULL OR
## 92 100 4 NULL OR
## 93 110 4 NULL OR
## 94 120 2 NULL OR
## 95 130 2 NULL OR
## 96 150 1 NULL OR
## 97 10 9 NULL OR
## 98 20 13 NULL OR
## 99 30 13 NULL OR
## 100 40 3 NULL OR
## 101 70 1 NULL OR
## 102 80 2 NULL OR
## 103 90 2 NULL OR
## 104 100 7 NULL OR
## 105 110 4 NULL OR
## 106 120 2 NULL OR
## 107 130 2 NULL OR
## 108 140 2 NULL OR
## 109 160 1 NULL OR
## 110 40 2 South Coast CA South
## 111 50 2 South Coast CA South
## 112 60 3 South Coast CA South
## 113 70 9 South Coast CA South
## 114 80 15 South Coast CA South
## 115 90 9 South Coast CA South
## 116 100 14 South Coast CA South
## 117 110 17 South Coast CA South
## 118 120 18 South Coast CA South
## 119 130 14 South Coast CA South
## 120 140 21 South Coast CA South
## 121 150 10 South Coast CA South
## 122 160 6 South Coast CA South
## 123 170 1 South Coast CA South
## 124 180 1 South Coast CA South
## 125 190 1 South Coast CA South
## 126 30 1 South Coast CA South
## 127 40 1 South Coast CA South
## 128 50 3 South Coast CA South
## 129 60 3 South Coast CA South
## 130 70 5 South Coast CA South
## 131 80 16 South Coast CA South
## 132 90 16 South Coast CA South
## 133 100 14 South Coast CA South
## 134 110 23 South Coast CA South
## 135 120 29 South Coast CA South
## 136 130 26 South Coast CA South
## 137 140 15 South Coast CA South
## 138 150 8 South Coast CA South
## 139 160 1 South Coast CA South
## 140 190 1 South Coast CA South
## 141 70 1 South Coast CA South
## 142 80 2 South Coast CA South
## 143 100 1 South Coast CA South
## 144 110 1 South Coast CA South
## 145 120 1 South Coast CA South
## 146 130 2 South Coast CA South
## 147 140 1 South Coast CA South
## 148 70 1 South Coast CA South
## 149 90 1 South Coast CA South
## 150 100 1 South Coast CA South
## 151 120 1 South Coast CA South
## 152 40 1 South Coast CA South
## 153 50 1 South Coast CA South
## 154 90 1 South Coast CA South
## 155 100 1 South Coast CA South
## 156 110 1 South Coast CA South
## 157 120 3 South Coast CA South
## 158 130 2 South Coast CA South
## 159 140 1 South Coast CA South
## 160 140 3 South Coast CA South
## 161 150 1 South Coast CA South
## 162 180 1 South Coast CA South
## 163 80 1 South Coast CA South
## 164 140 1 South Coast CA South
## 165 20 1 South Coast CA South
## 166 40 2 South Coast CA South
## 167 50 2 South Coast CA South
## 168 60 1 South Coast CA South
## 169 70 1 South Coast CA South
## 170 80 1 South Coast CA South
## 171 40 1 South Coast CA South
## 172 50 3 South Coast CA South
## 173 70 1 South Coast CA South
## 174 40 7 North Coast CA North
## 175 50 16 North Coast CA North
## 176 60 16 North Coast CA North
## 177 70 25 North Coast CA North
## 178 80 26 North Coast CA North
## 179 90 19 North Coast CA North
## 180 100 14 North Coast CA North
## 181 110 5 North Coast CA North
## 182 50 3 North Coast CA North
## 183 60 19 North Coast CA North
## 184 70 40 North Coast CA North
## 185 80 43 North Coast CA North
## 186 90 27 North Coast CA North
## 187 100 11 North Coast CA North
## 188 110 3 North Coast CA North
## 189 120 1 North Coast CA North
## 190 40 1 North Coast CA North
## 191 50 2 North Coast CA North
## 192 60 10 North Coast CA North
## 193 70 16 North Coast CA North
## 194 80 14 North Coast CA North
## 195 90 6 North Coast CA North
## 196 100 4 North Coast CA North
## 197 110 3 North Coast CA North
## 198 120 3 North Coast CA North
## 199 130 2 North Coast CA North
## 200 60 1 North Coast CA North
## 201 70 3 North Coast CA North
## 202 80 1 North Coast CA North
## 203 90 7 North Coast CA North
## 204 100 3 North Coast CA North
## 205 110 2 North Coast CA North
## 206 10 2 North Coast CA North
## 207 20 5 North Coast CA North
## 208 30 7 North Coast CA North
## 209 90 4 North Coast CA North
## 210 100 10 North Coast CA North
## 211 110 2 North Coast CA North
## 212 120 2 North Coast CA North
## 213 20 4 North Coast CA North
## 214 30 12 North Coast CA North
## 215 40 14 North Coast CA North
## 216 50 19 North Coast CA North
## 217 60 16 North Coast CA North
## 218 70 9 North Coast CA North
## 219 80 10 North Coast CA North
## 220 90 7 North Coast CA North
## 221 100 9 North Coast CA North
## 222 110 8 North Coast CA North
## 223 120 2 North Coast CA North
## 224 20 3 North Coast CA North
## 225 30 7 North Coast CA North
## 226 40 21 North Coast CA North
## 227 50 21 North Coast CA North
## 228 60 12 North Coast CA North
## 229 70 10 North Coast CA North
## 230 80 10 North Coast CA North
## 231 90 4 North Coast CA North
## 232 100 4 North Coast CA North
## 233 110 3 North Coast CA North
## 234 20 6 North Coast CA North
## 235 30 30 North Coast CA North
## 236 40 63 North Coast CA North
## 237 50 52 North Coast CA North
## 238 60 71 North Coast CA North
## 239 70 58 North Coast CA North
## 240 80 66 North Coast CA North
## 241 90 47 North Coast CA North
## 242 100 47 North Coast CA North
## 243 110 23 North Coast CA North
## 244 120 23 North Coast CA North
## 245 130 16 North Coast CA North
## 246 140 9 North Coast CA North
## 247 150 3 North Coast CA North
## 248 160 3 North Coast CA North
## 249 180 1 North Coast CA North
## 250 20 1 North Coast CA North
## 251 30 13 North Coast CA North
## 252 40 25 North Coast CA North
## 253 50 56 North Coast CA North
## 254 60 61 North Coast CA North
## 255 70 72 North Coast CA North
## 256 80 61 North Coast CA North
## 257 90 37 North Coast CA North
## 258 100 31 North Coast CA North
## 259 110 25 North Coast CA North
## 260 120 9 North Coast CA North
## 261 130 4 North Coast CA North
## 262 140 2 North Coast CA North
## 263 20 3 North Coast CA North
## 264 30 8 North Coast CA North
## 265 40 24 North Coast CA North
## 266 50 60 North Coast CA North
## 267 60 50 North Coast CA North
## 268 70 84 North Coast CA North
## 269 80 26 North Coast CA North
## 270 90 21 North Coast CA North
## 271 100 12 North Coast CA North
## 272 110 16 North Coast CA North
## 273 120 16 North Coast CA North
## 274 130 12 North Coast CA North
## 275 140 4 North Coast CA North
## 276 150 2 North Coast CA North
## 277 30 3 North Coast CA North
## 278 40 6 North Coast CA North
## 279 50 9 North Coast CA North
## 280 60 9 North Coast CA North
## 281 70 14 North Coast CA North
## 282 80 10 North Coast CA North
## 283 90 11 North Coast CA North
## 284 100 3 North Coast CA North
## 285 110 1 North Coast CA North
## 286 140 2 North Coast CA North
## 287 150 3 North Coast CA North
## 288 180 1 North Coast CA North
## 289 190 2 North Coast CA North
## 290 200 1 North Coast CA North
## 291 5 33 North Coast CA North
## 292 10 50 North Coast CA North
## 293 20 19 North Coast CA North
## 294 30 3 North Coast CA North
## 295 40 7 North Coast CA North
## 296 50 11 North Coast CA North
## 297 60 11 North Coast CA North
## 298 70 8 North Coast CA North
## 299 80 9 North Coast CA North
## 300 90 13 North Coast CA North
## 301 100 9 North Coast CA North
## 302 110 4 North Coast CA North
## 303 120 6 North Coast CA North
## 304 5 20 North Coast CA North
## 305 10 189 North Coast CA North
## 306 20 160 North Coast CA North
## 307 30 28 North Coast CA North
## 308 40 9 North Coast CA North
## 309 50 7 North Coast CA North
## 310 60 8 North Coast CA North
## 311 70 7 North Coast CA North
## 312 80 9 North Coast CA North
## 313 90 4 North Coast CA North
## 314 100 2 North Coast CA North
## 315 110 5 North Coast CA North
## 316 120 10 North Coast CA North
## 317 130 3 North Coast CA North
## 318 140 1 North Coast CA North
## 319 5 15 North Coast CA North
## 320 10 86 North Coast CA North
## 321 20 89 North Coast CA North
## 322 30 61 North Coast CA North
## 323 40 17 North Coast CA North
## 324 50 9 North Coast CA North
## 325 60 9 North Coast CA North
## 326 70 4 North Coast CA North
## 327 80 9 North Coast CA North
## 328 90 4 North Coast CA North
## 329 100 11 North Coast CA North
## 330 120 5 North Coast CA North
## 331 130 3 North Coast CA North
## 332 140 2 North Coast CA North
## 333 200 1 North Coast CA North
## 334 5 20 North Coast CA North
## 335 10 203 North Coast CA North
## 336 20 222 North Coast CA North
## 337 30 84 North Coast CA North
## 338 40 39 North Coast CA North
## 339 50 21 North Coast CA North
## 340 60 15 North Coast CA North
## 341 70 16 North Coast CA North
## 342 80 13 North Coast CA North
## 343 90 14 North Coast CA North
## 344 100 9 North Coast CA North
## 345 110 6 North Coast CA North
## 346 120 6 North Coast CA North
## 347 130 4 North Coast CA North
## 348 140 1 North Coast CA North
## 349 150 4 North Coast CA North
## 350 160 3 North Coast CA North
## 351 180 1 North Coast CA North
## 352 30 10 North Coast CA North
## 353 40 18 North Coast CA North
## 354 50 41 North Coast CA North
## 355 60 49 North Coast CA North
## 356 70 56 North Coast CA North
## 357 80 24 North Coast CA North
## 358 90 17 North Coast CA North
## 359 100 7 North Coast CA North
## 360 110 5 North Coast CA North
## 361 120 1 North Coast CA North
## 362 40 13 North Coast CA North
## 363 50 56 North Coast CA North
## 364 60 71 North Coast CA North
## 365 70 77 North Coast CA North
## 366 80 64 North Coast CA North
## 367 90 33 North Coast CA North
## 368 100 10 North Coast CA North
## 369 110 7 North Coast CA North
## 370 120 3 North Coast CA North
## 371 130 2 North Coast CA North
## 372 150 1 North Coast CA North
## 373 20 3 North Coast CA North
## 374 30 11 North Coast CA North
## 375 40 11 North Coast CA North
## 376 50 29 North Coast CA North
## 377 60 44 North Coast CA North
## 378 70 48 North Coast CA North
## 379 80 27 North Coast CA North
## 380 90 19 North Coast CA North
## 381 100 8 North Coast CA North
## 382 110 5 North Coast CA North
## 383 120 2 North Coast CA North
## 384 170 1 North Coast CA North
## 385 10 2 North Coast CA North
## 386 40 1 North Coast CA North
## 387 50 5 North Coast CA North
## 388 60 10 North Coast CA North
## 389 70 14 North Coast CA North
## 390 80 7 North Coast CA North
## 391 90 4 North Coast CA North
## 392 100 2 North Coast CA North
## 393 110 1 North Coast CA North
## 394 5 84 North Coast CA North
## 395 10 166 North Coast CA North
## 396 20 184 North Coast CA North
## 397 30 31 North Coast CA North
## 398 40 10 North Coast CA North
## 399 50 7 North Coast CA North
## 400 60 7 North Coast CA North
## 401 70 24 North Coast CA North
## 402 80 26 North Coast CA North
## 403 90 17 North Coast CA North
## 404 100 7 North Coast CA North
## 405 110 5 North Coast CA North
## 406 120 2 North Coast CA North
## 407 5 38 North Coast CA North
## 408 10 335 North Coast CA North
## 409 20 252 North Coast CA North
## 410 30 75 North Coast CA North
## 411 40 19 North Coast CA North
## 412 50 5 North Coast CA North
## 413 60 2 North Coast CA North
## 414 70 5 North Coast CA North
## 415 80 3 North Coast CA North
## 416 90 4 North Coast CA North
## 417 100 2 North Coast CA North
## 418 110 5 North Coast CA North
## 419 120 2 North Coast CA North
## 420 5 108 North Coast CA North
## 421 10 239 North Coast CA North
## 422 20 135 North Coast CA North
## 423 30 41 North Coast CA North
## 424 40 9 North Coast CA North
## 425 50 4 North Coast CA North
## 426 60 4 North Coast CA North
## 427 70 1 North Coast CA North
## 428 80 2 North Coast CA North
## 429 90 5 North Coast CA North
## 430 100 1 North Coast CA North
## 431 110 1 North Coast CA North
## 432 5 52 North Coast CA North
## 433 10 304 North Coast CA North
## 434 20 190 North Coast CA North
## 435 30 57 North Coast CA North
## 436 40 5 North Coast CA North
## 437 70 2 North Coast CA North
## 438 80 2 North Coast CA North
## 439 20 1 OR OR
## 440 30 2 OR OR
## 441 40 8 OR OR
## 442 50 21 OR OR
## 443 60 33 OR OR
## 444 70 29 OR OR
## 445 80 39 OR OR
## 446 90 33 OR OR
## 447 100 40 OR OR
## 448 110 30 OR OR
## 449 120 29 OR OR
## 450 130 9 OR OR
## 451 140 12 OR OR
## 452 150 10 OR OR
## 453 160 3 OR OR
## 454 170 1 OR OR
## 455 190 1 OR OR
## 456 50 4 OR OR
## 457 60 2 OR OR
## 458 70 5 OR OR
## 459 80 10 OR OR
## 460 90 5 OR OR
## 461 100 5 OR OR
## 462 110 7 OR OR
## 463 120 6 OR OR
## 464 130 1 OR OR
## 465 140 2 OR OR
## 466 180 1 OR OR
## 467 5 6 OR OR
## 468 10 60 OR OR
## 469 20 47 OR OR
## 470 30 23 OR OR
## 471 40 5 OR OR
## 472 50 2 OR OR
## 473 60 3 OR OR
## 474 70 7 OR OR
## 475 80 6 OR OR
## 476 90 1 OR OR
## 477 100 10 OR OR
## 478 110 5 OR OR
## 479 120 8 OR OR
## 480 130 7 OR OR
## 481 150 2 OR OR
## 482 5 7 OR OR
## 483 10 53 OR OR
## 484 20 75 OR OR
## 485 30 43 OR OR
## 486 40 21 OR OR
## 487 50 16 OR OR
## 488 60 11 OR OR
## 489 70 4 OR OR
## 490 80 2 OR OR
## 491 90 5 OR OR
## 492 100 3 OR OR
## 493 110 2 OR OR
## 494 120 5 OR OR
## 495 130 2 OR OR
## 496 150 1 OR OR
## 497 160 1 OR OR
## 498 180 1 OR OR
## 499 60 5 NULL WA Olympic Coast
## 500 70 28 NULL WA Olympic Coast
## 501 80 53 NULL WA Olympic Coast
## 502 90 131 NULL WA Olympic Coast
## 503 100 133 NULL WA Olympic Coast
## 504 110 79 NULL WA Olympic Coast
## 505 120 24 NULL WA Olympic Coast
## 506 130 8 NULL WA Olympic Coast
## 507 60 3 NULL WA Olympic Coast
## 508 70 25 NULL WA Olympic Coast
## 509 80 34 NULL WA Olympic Coast
## 510 90 58 NULL WA Olympic Coast
## 511 100 75 NULL WA Olympic Coast
## 512 110 36 NULL WA Olympic Coast
## 513 120 21 NULL WA Olympic Coast
## 514 130 8 NULL WA Olympic Coast
## 515 190 2 NULL WA Olympic Coast
## 516 40 2 NULL WA Olympic Coast
## 517 50 2 NULL WA Olympic Coast
## 518 60 1 NULL WA Olympic Coast
## 519 90 7 NULL WA Olympic Coast
## 520 100 6 NULL WA Olympic Coast
## 521 110 11 NULL WA Olympic Coast
## 522 130 1 NULL WA Olympic Coast
## 523 10 4 NULL WA Olympic Coast
## 524 30 4 NULL WA Olympic Coast
## 525 40 3 NULL WA Olympic Coast
## 526 50 2 NULL WA Olympic Coast
## 527 60 1 NULL WA Olympic Coast
## 528 70 1 NULL WA Olympic Coast
## 529 90 2 NULL WA Olympic Coast
## 530 100 5 NULL WA Olympic Coast
## 531 110 1 NULL WA Olympic Coast
## 532 120 7 NULL WA Olympic Coast
## 533 130 1 NULL WA Olympic Coast
## 534 10 8 Central Coast CA Central
## 535 20 21 Central Coast CA Central
## 536 30 24 Central Coast CA Central
## 537 40 31 Central Coast CA Central
## 538 50 29 Central Coast CA Central
## 539 60 24 Central Coast CA Central
## 540 70 25 Central Coast CA Central
## 541 80 32 Central Coast CA Central
## 542 90 17 Central Coast CA Central
## 543 100 24 Central Coast CA Central
## 544 110 13 Central Coast CA Central
## 545 120 2 Central Coast CA Central
## 546 5 75 Central Coast CA Central
## 547 10 47 Central Coast CA Central
## 548 20 38 Central Coast CA Central
## 549 30 19 Central Coast CA Central
## 550 40 22 Central Coast CA Central
## 551 50 18 Central Coast CA Central
## 552 60 29 Central Coast CA Central
## 553 70 30 Central Coast CA Central
## 554 80 17 Central Coast CA Central
## 555 90 9 Central Coast CA Central
## 556 100 24 Central Coast CA Central
## 557 110 9 Central Coast CA Central
## 558 120 2 Central Coast CA Central
## 559 5 62 Central Coast CA Central
## 560 10 49 Central Coast CA Central
## 561 20 21 Central Coast CA Central
## 562 30 14 Central Coast CA Central
## 563 40 6 Central Coast CA Central
## 564 50 7 Central Coast CA Central
## 565 70 1 Central Coast CA Central
## 566 80 1 Central Coast CA Central
## 567 90 1 Central Coast CA Central
## 568 5 63 Central Coast CA Central
## 569 10 92 Central Coast CA Central
## 570 20 36 Central Coast CA Central
## 571 30 24 Central Coast CA Central
## 572 40 6 Central Coast CA Central
## 573 50 2 Central Coast CA Central
## 574 60 1 Central Coast CA Central
## 575 100 2 Central Coast CA Central
## 576 5 47 Central Coast CA Central
## 577 10 103 Central Coast CA Central
## 578 20 73 Central Coast CA Central
## 579 30 49 Central Coast CA Central
## 580 40 23 Central Coast CA Central
## 581 50 7 Central Coast CA Central
## 582 60 2 Central Coast CA Central
## 583 70 1 Central Coast CA Central
## 584 100 1 Central Coast CA Central
## 585 120 2 Central Coast CA Central
## 586 130 1 Central Coast CA Central
## 587 5 13 Central Coast CA Central
## 588 10 61 Central Coast CA Central
## 589 20 62 Central Coast CA Central
## 590 30 20 Central Coast CA Central
## 591 40 9 Central Coast CA Central
## 592 50 9 Central Coast CA Central
## 593 90 1 Central Coast CA Central
## 594 100 1 Central Coast CA Central
## 595 5 1 Central Coast CA Central
## 596 10 28 Central Coast CA Central
## 597 20 47 Central Coast CA Central
## 598 30 32 Central Coast CA Central
## 599 40 31 Central Coast CA Central
## 600 50 18 Central Coast CA Central
## 601 60 9 Central Coast CA Central
## 602 70 2 Central Coast CA Central
## 603 80 2 Central Coast CA Central
## 604 100 1 Central Coast CA Central
## 605 10 2 Central Coast CA Central
## 606 20 5 Central Coast CA Central
## 607 30 24 Central Coast CA Central
## 608 40 17 Central Coast CA Central
## 609 50 24 Central Coast CA Central
## 610 60 13 Central Coast CA Central
## 611 70 4 Central Coast CA Central
## 612 80 9 Central Coast CA Central
## 613 90 2 Central Coast CA Central
## 614 100 2 Central Coast CA Central
## 615 110 1 Central Coast CA Central
## 616 10 1 Central Coast CA Central
## 617 20 3 Central Coast CA Central
## 618 30 17 Central Coast CA Central
## 619 40 15 Central Coast CA Central
## 620 50 27 Central Coast CA Central
## 621 60 17 Central Coast CA Central
## 622 70 10 Central Coast CA Central
## 623 80 7 Central Coast CA Central
## 624 90 2 Central Coast CA Central
## 625 110 2 Central Coast CA Central
## 626 5 13 Central Coast CA Central
## 627 10 13 Central Coast CA Central
## 628 20 1 Central Coast CA Central
## 629 30 4 Central Coast CA Central
## 630 40 7 Central Coast CA Central
## 631 50 9 Central Coast CA Central
## 632 60 2 Central Coast CA Central
## 633 80 1 Central Coast CA Central
## 634 90 2 Central Coast CA Central
## 635 100 1 Central Coast CA Central
## 636 5 9 Central Coast CA Central
## 637 10 30 Central Coast CA Central
## 638 20 12 Central Coast CA Central
## 639 30 4 Central Coast CA Central
## 640 40 3 Central Coast CA Central
## 641 50 4 Central Coast CA Central
## 642 60 3 Central Coast CA Central
## 643 70 2 Central Coast CA Central
## 644 5 4 Central Coast CA Central
## 645 10 19 Central Coast CA Central
## 646 20 17 Central Coast CA Central
## 647 30 12 Central Coast CA Central
## 648 40 1 Central Coast CA Central
## 649 50 3 Central Coast CA Central
## 650 60 1 Central Coast CA Central
## 651 70 2 Central Coast CA Central
## 652 80 3 Central Coast CA Central
## 653 110 2 Central Coast CA Central
## 654 10 17 Central Coast CA Central
## 655 20 61 Central Coast CA Central
## 656 30 30 Central Coast CA Central
## 657 40 16 Central Coast CA Central
## 658 50 5 Central Coast CA Central
## 659 60 7 Central Coast CA Central
## 660 70 2 Central Coast CA Central
## 661 90 2 Central Coast CA Central
## 662 10 9 Central Coast CA Central
## 663 20 31 Central Coast CA Central
## 664 30 32 Central Coast CA Central
## 665 40 7 Central Coast CA Central
## 666 50 5 Central Coast CA Central
## 667 60 2 Central Coast CA Central
## 668 70 5 Central Coast CA Central
## 669 80 2 Central Coast CA Central
## 670 90 3 Central Coast CA Central
## 671 100 1 Central Coast CA Central
## 672 110 1 Central Coast CA Central
## 673 120 1 Central Coast CA Central
## 674 50 1 South Coast CA South
## 675 60 9 South Coast CA South
## 676 70 8 South Coast CA South
## 677 80 12 South Coast CA South
## 678 90 27 South Coast CA South
## 679 100 18 South Coast CA South
## 680 110 14 South Coast CA South
## 681 120 8 South Coast CA South
## 682 140 3 South Coast CA South
## 683 150 1 South Coast CA South
## 684 30 1 South Coast CA South
## 685 40 4 South Coast CA South
## 686 50 2 South Coast CA South
## 687 60 2 South Coast CA South
## 688 70 7 South Coast CA South
## 689 80 15 South Coast CA South
## 690 90 13 South Coast CA South
## 691 100 17 South Coast CA South
## 692 110 31 South Coast CA South
## 693 120 21 South Coast CA South
## 694 130 5 South Coast CA South
## 695 140 6 South Coast CA South
## 696 150 1 South Coast CA South
## 697 160 2 South Coast CA South
## 698 170 1 South Coast CA South
## 699 20 2 South Coast CA South
## 700 30 1 South Coast CA South
## 701 40 2 South Coast CA South
## 702 50 6 South Coast CA South
## 703 60 3 South Coast CA South
## 704 70 2 South Coast CA South
## 705 80 4 South Coast CA South
## 706 90 8 South Coast CA South
## 707 100 11 South Coast CA South
## 708 110 14 South Coast CA South
## 709 120 11 South Coast CA South
## 710 130 4 South Coast CA South
## 711 140 1 South Coast CA South
## 712 10 1 South Coast CA South
## 713 20 1 South Coast CA South
## 714 30 2 South Coast CA South
## 715 40 5 South Coast CA South
## 716 50 2 South Coast CA South
## 717 60 1 South Coast CA South
## 718 70 2 South Coast CA South
## 719 80 2 South Coast CA South
## 720 100 1 South Coast CA South
## 721 120 1 South Coast CA South
## 722 130 1 South Coast CA South
## 723 40 1 South Coast CA South
## 724 50 2 South Coast CA South
## 725 60 3 South Coast CA South
## 726 80 2 South Coast CA South
## 727 100 1 South Coast CA South
## 728 110 1 South Coast CA South
## 729 120 1 South Coast CA South
## 730 130 3 South Coast CA South
## 731 30 1 South Coast CA South
## 732 40 4 South Coast CA South
## 733 50 7 South Coast CA South
## 734 60 7 South Coast CA South
## 735 70 3 South Coast CA South
## 736 80 1 South Coast CA South
## 737 90 1 South Coast CA South
## 738 100 2 South Coast CA South
## 739 110 1 South Coast CA South
## 740 120 1 South Coast CA South
## 741 130 1 South Coast CA South
## 742 40 1 South Coast CA South
## 743 50 7 South Coast CA South
## 744 60 2 South Coast CA South
## 745 70 6 South Coast CA South
## 746 80 2 South Coast CA South
## 747 90 6 South Coast CA South
## 748 100 3 South Coast CA South
## 749 110 3 South Coast CA South
## 750 70 2 South Coast CA South
## 751 80 8 South Coast CA South
## 752 90 6 South Coast CA South
## 753 100 9 South Coast CA South
## 754 110 5 South Coast CA South
## 755 120 2 South Coast CA South
## 756 130 5 South Coast CA South
## 757 150 1 South Coast CA South
## 758 30 4 Central Coast CA Central
## 759 40 6 Central Coast CA Central
## 760 50 18 Central Coast CA Central
## 761 60 26 Central Coast CA Central
## 762 70 23 Central Coast CA Central
## 763 80 22 Central Coast CA Central
## 764 90 13 Central Coast CA Central
## 765 100 7 Central Coast CA Central
## 766 110 1 Central Coast CA Central
## 767 10 8 Central Coast CA Central
## 768 20 7 Central Coast CA Central
## 769 30 23 Central Coast CA Central
## 770 40 45 Central Coast CA Central
## 771 50 54 Central Coast CA Central
## 772 60 51 Central Coast CA Central
## 773 70 58 Central Coast CA Central
## 774 80 43 Central Coast CA Central
## 775 90 21 Central Coast CA Central
## 776 100 12 Central Coast CA Central
## 777 110 8 Central Coast CA Central
## 778 120 8 Central Coast CA Central
## 779 130 3 Central Coast CA Central
## 780 150 1 Central Coast CA Central
## 781 10 1 Central Coast CA Central
## 782 20 2 Central Coast CA Central
## 783 30 2 Central Coast CA Central
## 784 40 2 Central Coast CA Central
## 785 50 2 Central Coast CA Central
## 786 60 2 Central Coast CA Central
## 787 80 1 Central Coast CA Central
## 788 90 1 Central Coast CA Central
## 789 5 2 Central Coast CA Central
## 790 10 22 Central Coast CA Central
## 791 20 19 Central Coast CA Central
## 792 30 9 Central Coast CA Central
## 793 40 2 Central Coast CA Central
## 794 50 1 Central Coast CA Central
## 795 60 3 Central Coast CA Central
## 796 70 3 Central Coast CA Central
## 797 80 2 Central Coast CA Central
## 798 90 5 Central Coast CA Central
## 799 10 4 Central Coast CA Central
## 800 20 5 Central Coast CA Central
## 801 30 6 Central Coast CA Central
## 802 40 3 Central Coast CA Central
## 803 50 1 Central Coast CA Central
## 804 60 1 Central Coast CA Central
## 805 70 2 Central Coast CA Central
## 806 80 3 Central Coast CA Central
## 807 90 5 Central Coast CA Central
## 808 100 1 Central Coast CA Central
## 809 50 3 NULL AK
## 810 60 6 NULL AK
## 811 70 7 NULL AK
## 812 80 25 NULL AK
## 813 90 9 NULL AK
## 814 100 6 NULL AK
## 815 120 1 NULL AK
## 816 180 1 NULL AK
## 817 190 1 NULL AK
## 818 50 3 NULL AK
## 819 60 11 NULL AK
## 820 70 28 NULL AK
## 821 80 40 NULL AK
## 822 90 31 NULL AK
## 823 100 16 NULL AK
## 824 110 15 NULL AK
## 825 120 1 NULL AK
## 826 50 4 NULL AK
## 827 60 1 NULL AK
## 828 70 1 NULL AK
## 829 80 5 NULL AK
## 830 90 6 NULL AK
## 831 100 1 NULL AK
## 832 40 1 NULL AK
## 833 50 1 NULL AK
## 834 60 1 NULL AK
## 835 70 1 NULL AK
## 836 80 1 NULL AK
## 837 90 5 NULL AK
## 838 100 1 NULL AK
## 839 110 2 NULL AK
## 840 120 1 NULL AK
## 841 30 1 Central Coast CA Central
## 842 40 5 Central Coast CA Central
## 843 50 5 Central Coast CA Central
## 844 60 10 Central Coast CA Central
## 845 70 27 Central Coast CA Central
## 846 80 23 Central Coast CA Central
## 847 90 25 Central Coast CA Central
## 848 100 18 Central Coast CA Central
## 849 110 11 Central Coast CA Central
## 850 120 12 Central Coast CA Central
## 851 130 10 Central Coast CA Central
## 852 140 2 Central Coast CA Central
## 853 20 3 Central Coast CA Central
## 854 30 1 Central Coast CA Central
## 855 40 1 Central Coast CA Central
## 856 50 1 Central Coast CA Central
## 857 60 13 Central Coast CA Central
## 858 70 5 Central Coast CA Central
## 859 80 3 Central Coast CA Central
## 860 90 5 Central Coast CA Central
## 861 100 4 Central Coast CA Central
## 862 110 4 Central Coast CA Central
## 863 120 2 Central Coast CA Central
## 864 130 1 Central Coast CA Central
## 865 140 1 Central Coast CA Central
## 866 20 1 Central Coast CA Central
## 867 30 2 Central Coast CA Central
## 868 40 3 Central Coast CA Central
## 869 50 3 Central Coast CA Central
## 870 60 6 Central Coast CA Central
## 871 70 7 Central Coast CA Central
## 872 80 3 Central Coast CA Central
## 873 90 6 Central Coast CA Central
## 874 100 2 Central Coast CA Central
## 875 120 1 Central Coast CA Central
## 876 140 1 Central Coast CA Central
## 877 20 4 Central Coast CA Central
## 878 30 3 Central Coast CA Central
## 879 40 4 Central Coast CA Central
## 880 50 3 Central Coast CA Central
## 881 60 2 Central Coast CA Central
## 882 70 1 Central Coast CA Central
## 883 80 1 Central Coast CA Central
## 884 90 2 Central Coast CA Central
## 885 100 1 Central Coast CA Central
## 886 130 1 Central Coast CA Central
## 887 140 1 Central Coast CA Central
## 888 20 1 Central Coast CA Central
## 889 30 1 Central Coast CA Central
## 890 40 1 Central Coast CA Central
## 891 50 1 Central Coast CA Central
## 892 60 2 Central Coast CA Central
## 893 70 2 Central Coast CA Central
## 894 80 3 Central Coast CA Central
## 895 90 2 Central Coast CA Central
## 896 100 2 Central Coast CA Central
## 897 120 1 Central Coast CA Central
## 898 5 1 Central Coast CA Central
## 899 10 1 Central Coast CA Central
## 900 20 7 Central Coast CA Central
## 901 30 12 Central Coast CA Central
## 902 40 9 Central Coast CA Central
## 903 50 6 Central Coast CA Central
## 904 60 5 Central Coast CA Central
## 905 70 10 Central Coast CA Central
## 906 80 7 Central Coast CA Central
## 907 90 3 Central Coast CA Central
## 908 100 7 Central Coast CA Central
## 909 110 2 Central Coast CA Central
## 910 120 1 Central Coast CA Central
## 911 130 2 Central Coast CA Central
## 912 20 5 Central Coast CA Central
## 913 30 10 Central Coast CA Central
## 914 40 3 Central Coast CA Central
## 915 50 7 Central Coast CA Central
## 916 60 9 Central Coast CA Central
## 917 70 9 Central Coast CA Central
## 918 80 5 Central Coast CA Central
## 919 90 6 Central Coast CA Central
## 920 100 1 Central Coast CA Central
## 921 110 5 Central Coast CA Central
## 922 120 4 Central Coast CA Central
## 923 130 3 Central Coast CA Central
## 924 180 1 Central Coast CA Central
## 925 20 1 North Central Coast CA North Central
## 926 30 2 North Central Coast CA North Central
## 927 50 4 North Central Coast CA North Central
## 928 60 3 North Central Coast CA North Central
## 929 70 15 North Central Coast CA North Central
## 930 80 24 North Central Coast CA North Central
## 931 90 17 North Central Coast CA North Central
## 932 100 27 North Central Coast CA North Central
## 933 110 36 North Central Coast CA North Central
## 934 120 27 North Central Coast CA North Central
## 935 130 29 North Central Coast CA North Central
## 936 140 16 North Central Coast CA North Central
## 937 150 5 North Central Coast CA North Central
## 938 160 2 North Central Coast CA North Central
## 939 170 1 North Central Coast CA North Central
## 940 180 1 North Central Coast CA North Central
## 941 40 2 North Central Coast CA North Central
## 942 50 4 North Central Coast CA North Central
## 943 60 7 North Central Coast CA North Central
## 944 70 8 North Central Coast CA North Central
## 945 80 8 North Central Coast CA North Central
## 946 90 14 North Central Coast CA North Central
## 947 100 22 North Central Coast CA North Central
## 948 110 19 North Central Coast CA North Central
## 949 120 18 North Central Coast CA North Central
## 950 130 9 North Central Coast CA North Central
## 951 140 4 North Central Coast CA North Central
## 952 150 11 North Central Coast CA North Central
## 953 160 1 North Central Coast CA North Central
## 954 170 2 North Central Coast CA North Central
## 955 10 16 North Central Coast CA North Central
## 956 20 5 North Central Coast CA North Central
## 957 30 12 North Central Coast CA North Central
## 958 40 17 North Central Coast CA North Central
## 959 50 6 North Central Coast CA North Central
## 960 60 2 North Central Coast CA North Central
## 961 70 5 North Central Coast CA North Central
## 962 80 9 North Central Coast CA North Central
## 963 90 12 North Central Coast CA North Central
## 964 100 15 North Central Coast CA North Central
## 965 110 9 North Central Coast CA North Central
## 966 120 9 North Central Coast CA North Central
## 967 130 12 North Central Coast CA North Central
## 968 140 3 North Central Coast CA North Central
## 969 150 1 North Central Coast CA North Central
## 970 160 1 North Central Coast CA North Central
## 971 170 2 North Central Coast CA North Central
## 972 10 11 North Central Coast CA North Central
## 973 20 24 North Central Coast CA North Central
## 974 30 45 North Central Coast CA North Central
## 975 40 42 North Central Coast CA North Central
## 976 50 23 North Central Coast CA North Central
## 977 60 11 North Central Coast CA North Central
## 978 70 6 North Central Coast CA North Central
## 979 80 5 North Central Coast CA North Central
## 980 90 10 North Central Coast CA North Central
## 981 100 7 North Central Coast CA North Central
## 982 110 10 North Central Coast CA North Central
## 983 120 7 North Central Coast CA North Central
## 984 130 12 North Central Coast CA North Central
## 985 140 6 North Central Coast CA North Central
## 986 150 4 North Central Coast CA North Central
## 987 160 4 North Central Coast CA North Central
## 988 170 2 North Central Coast CA North Central
## 989 180 2 North Central Coast CA North Central
## 990 30 2 South Coast CA South
## 991 40 4 South Coast CA South
## 992 50 10 South Coast CA South
## 993 60 17 South Coast CA South
## 994 70 18 South Coast CA South
## 995 80 24 South Coast CA South
## 996 90 47 South Coast CA South
## 997 100 58 South Coast CA South
## 998 110 51 South Coast CA South
## 999 120 42 South Coast CA South
## 1000 130 17 South Coast CA South
## 1001 140 16 South Coast CA South
## 1002 150 15 South Coast CA South
## 1003 160 10 South Coast CA South
## 1004 170 5 South Coast CA South
## 1005 180 2 South Coast CA South
## 1006 200 1 South Coast CA South
## 1007 30 1 South Coast CA South
## 1008 50 2 South Coast CA South
## 1009 60 6 South Coast CA South
## 1010 70 9 South Coast CA South
## 1011 80 14 South Coast CA South
## 1012 90 29 South Coast CA South
## 1013 100 47 South Coast CA South
## 1014 110 65 South Coast CA South
## 1015 120 70 South Coast CA South
## 1016 130 32 South Coast CA South
## 1017 140 19 South Coast CA South
## 1018 150 14 South Coast CA South
## 1019 160 2 South Coast CA South
## 1020 170 2 South Coast CA South
## 1021 180 1 South Coast CA South
## 1022 20 1 South Coast CA South
## 1023 80 2 South Coast CA South
## 1024 90 5 South Coast CA South
## 1025 100 3 South Coast CA South
## 1026 110 1 South Coast CA South
## 1027 120 1 South Coast CA South
## 1028 10 1 South Coast CA South
## 1029 40 1 South Coast CA South
## 1030 50 4 South Coast CA South
## 1031 60 6 South Coast CA South
## 1032 70 2 South Coast CA South
## 1033 80 3 South Coast CA South
## 1034 90 2 South Coast CA South
## 1035 110 2 South Coast CA South
## 1036 120 2 South Coast CA South
## 1037 150 1 South Coast CA South
## 1038 20 1 South Coast CA South
## 1039 40 1 South Coast CA South
## 1040 50 1 South Coast CA South
## 1041 50 1 Central Coast CA Central
## 1042 60 2 Central Coast CA Central
## 1043 70 10 Central Coast CA Central
## 1044 80 19 Central Coast CA Central
## 1045 90 28 Central Coast CA Central
## 1046 100 34 Central Coast CA Central
## 1047 110 18 Central Coast CA Central
## 1048 120 6 Central Coast CA Central
## 1049 130 2 Central Coast CA Central
## 1050 140 1 Central Coast CA Central
## 1051 5 4 Central Coast CA Central
## 1052 10 1 Central Coast CA Central
## 1053 20 1 Central Coast CA Central
## 1054 30 2 Central Coast CA Central
## 1055 40 2 Central Coast CA Central
## 1056 60 6 Central Coast CA Central
## 1057 70 9 Central Coast CA Central
## 1058 80 9 Central Coast CA Central
## 1059 90 5 Central Coast CA Central
## 1060 100 8 Central Coast CA Central
## 1061 110 3 Central Coast CA Central
## 1062 120 2 Central Coast CA Central
## 1063 5 1 Central Coast CA Central
## 1064 10 2 Central Coast CA Central
## 1065 20 2 Central Coast CA Central
## 1066 40 2 Central Coast CA Central
## 1067 100 2 Central Coast CA Central
## 1068 120 1 Central Coast CA Central
## 1069 130 1 Central Coast CA Central
## 1070 50 1 Central Coast CA Central
## 1071 80 1 Central Coast CA Central
## 1072 110 1 Central Coast CA Central
## 1073 120 1 Central Coast CA Central
## 1074 10 2 Central Coast CA Central
## 1075 30 5 Central Coast CA Central
## 1076 40 6 Central Coast CA Central
## 1077 50 5 Central Coast CA Central
## 1078 60 1 Central Coast CA Central
## 1079 70 1 Central Coast CA Central
## 1080 90 1 Central Coast CA Central
## 1081 110 1 Central Coast CA Central
## 1082 120 1 Central Coast CA Central
## 1083 10 1 Central Coast CA Central
## 1084 30 4 Central Coast CA Central
## 1085 40 3 Central Coast CA Central
## 1086 50 3 Central Coast CA Central
## 1087 60 4 Central Coast CA Central
## 1088 90 1 Central Coast CA Central
## 1089 110 1 Central Coast CA Central
## 1090 30 5 Central Coast CA Central
## 1091 40 4 Central Coast CA Central
## 1092 50 4 Central Coast CA Central
## 1093 60 5 Central Coast CA Central
## 1094 70 4 Central Coast CA Central
## 1095 80 3 Central Coast CA Central
## 1096 90 3 Central Coast CA Central
## 1097 100 1 Central Coast CA Central
## 1098 50 1 South Coast CA South
## 1099 60 2 South Coast CA South
## 1100 70 4 South Coast CA South
## 1101 80 6 South Coast CA South
## 1102 90 5 South Coast CA South
## 1103 100 8 South Coast CA South
## 1104 110 9 South Coast CA South
## 1105 120 9 South Coast CA South
## 1106 130 6 South Coast CA South
## 1107 140 12 South Coast CA South
## 1108 150 4 South Coast CA South
## 1109 160 2 South Coast CA South
## 1110 170 2 South Coast CA South
## 1111 50 1 South Coast CA South
## 1112 60 3 South Coast CA South
## 1113 70 1 South Coast CA South
## 1114 80 8 South Coast CA South
## 1115 90 16 South Coast CA South
## 1116 100 29 South Coast CA South
## 1117 110 18 South Coast CA South
## 1118 120 22 South Coast CA South
## 1119 130 30 South Coast CA South
## 1120 140 31 South Coast CA South
## 1121 150 20 South Coast CA South
## 1122 160 4 South Coast CA South
## 1123 170 4 South Coast CA South
## 1124 180 5 South Coast CA South
## 1125 190 2 South Coast CA South
## 1126 90 1 South Coast CA South
## bioregion island group_code_UCSC_other
## 1 OlyCstWA_2_SanFran Mainland UCSC
## 2 OlyCstWA_2_SanFran Mainland UCSC
## 3 OlyCstWA_2_SanFran Mainland UCSC
## 4 OlyCstWA_2_SanFran Mainland UCSC
## 5 OlyCstWA_2_SanFran Mainland UCSC
## 6 OlyCstWA_2_SanFran Mainland UCSC
## 7 OlyCstWA_2_SanFran Mainland UCSC
## 8 OlyCstWA_2_SanFran Mainland UCSC
## 9 OlyCstWA_2_SanFran Mainland UCSC
## 10 OlyCstWA_2_SanFran Mainland UCSC
## 11 OlyCstWA_2_SanFran Mainland UCSC
## 12 OlyCstWA_2_SanFran Mainland UCSC
## 13 OlyCstWA_2_SanFran Mainland UCSC
## 14 OlyCstWA_2_SanFran Mainland UCSC
## 15 OlyCstWA_2_SanFran Mainland UCSC
## 16 OlyCstWA_2_SanFran Mainland UCSC
## 17 OlyCstWA_2_SanFran Mainland UCSC
## 18 OlyCstWA_2_SanFran Mainland UCSC
## 19 OlyCstWA_2_SanFran Mainland UCSC
## 20 OlyCstWA_2_SanFran Mainland UCSC
## 21 OlyCstWA_2_SanFran Mainland UCSC
## 22 OlyCstWA_2_SanFran Mainland UCSC
## 23 OlyCstWA_2_SanFran Mainland UCSC
## 24 OlyCstWA_2_SanFran Mainland UCSC
## 25 OlyCstWA_2_SanFran Mainland UCSC
## 26 OlyCstWA_2_SanFran Mainland UCSC
## 27 OlyCstWA_2_SanFran Mainland UCSC
## 28 OlyCstWA_2_SanFran Mainland UCSC
## 29 OlyCstWA_2_SanFran Mainland UCSC
## 30 OlyCstWA_2_SanFran Mainland UCSC
## 31 OlyCstWA_2_SanFran Mainland UCSC
## 32 OlyCstWA_2_SanFran Mainland UCSC
## 33 OlyCstWA_2_SanFran Mainland UCSC
## 34 OlyCstWA_2_SanFran Mainland UCSC
## 35 OlyCstWA_2_SanFran Mainland UCSC
## 36 OlyCstWA_2_SanFran Mainland UCSC
## 37 OlyCstWA_2_SanFran Mainland UCSC
## 38 OlyCstWA_2_SanFran Mainland UCSC
## 39 OlyCstWA_2_SanFran Mainland UCSC
## 40 OlyCstWA_2_SanFran Mainland UCSC
## 41 OlyCstWA_2_SanFran Mainland UCSC
## 42 OlyCstWA_2_SanFran Mainland UCSC
## 43 OlyCstWA_2_SanFran Mainland UCSC
## 44 OlyCstWA_2_SanFran Mainland UCSC
## 45 OlyCstWA_2_SanFran Mainland UCSC
## 46 OlyCstWA_2_SanFran Mainland UCSC
## 47 OlyCstWA_2_SanFran Mainland UCSC
## 48 OlyCstWA_2_SanFran Mainland UCSC
## 49 OlyCstWA_2_SanFran Mainland UCSC
## 50 OlyCstWA_2_SanFran Mainland UCSC
## 51 OlyCstWA_2_SanFran Mainland UCSC
## 52 OlyCstWA_2_SanFran Mainland UCSC
## 53 OlyCstWA_2_SanFran Mainland UCSC
## 54 OlyCstWA_2_SanFran Mainland UCSC
## 55 OlyCstWA_2_SanFran Mainland UCSC
## 56 OlyCstWA_2_SanFran Mainland UCSC
## 57 OlyCstWA_2_SanFran Mainland UCSC
## 58 OlyCstWA_2_SanFran Mainland UCSC
## 59 OlyCstWA_2_SanFran Mainland UCSC
## 60 OlyCstWA_2_SanFran Mainland UCSC
## 61 OlyCstWA_2_SanFran Mainland UCSC
## 62 OlyCstWA_2_SanFran Mainland UCSC
## 63 OlyCstWA_2_SanFran Mainland UCSC
## 64 OlyCstWA_2_SanFran Mainland UCSC
## 65 OlyCstWA_2_SanFran Mainland UCSC
## 66 OlyCstWA_2_SanFran Mainland UCSC
## 67 OlyCstWA_2_SanFran Mainland UCSC
## 68 OlyCstWA_2_SanFran Mainland UCSC
## 69 OlyCstWA_2_SanFran Mainland UCSC
## 70 OlyCstWA_2_SanFran Mainland UCSC
## 71 OlyCstWA_2_SanFran Mainland UCSC
## 72 OlyCstWA_2_SanFran Mainland UCSC
## 73 OlyCstWA_2_SanFran Mainland UCSC
## 74 OlyCstWA_2_SanFran Mainland UCSC
## 75 OlyCstWA_2_SanFran Mainland UCSC
## 76 OlyCstWA_2_SanFran Mainland UCSC
## 77 OlyCstWA_2_SanFran Mainland UCSC
## 78 OlyCstWA_2_SanFran Mainland UCSC
## 79 OlyCstWA_2_SanFran Mainland UCSC
## 80 OlyCstWA_2_SanFran Mainland UCSC
## 81 OlyCstWA_2_SanFran Mainland UCSC
## 82 OlyCstWA_2_SanFran Mainland UCSC
## 83 OlyCstWA_2_SanFran Mainland UCSC
## 84 OlyCstWA_2_SanFran Mainland UCSC
## 85 OlyCstWA_2_SanFran Mainland UCSC
## 86 OlyCstWA_2_SanFran Mainland UCSC
## 87 OlyCstWA_2_SanFran Mainland UCSC
## 88 OlyCstWA_2_SanFran Mainland UCSC
## 89 OlyCstWA_2_SanFran Mainland UCSC
## 90 OlyCstWA_2_SanFran Mainland UCSC
## 91 OlyCstWA_2_SanFran Mainland UCSC
## 92 OlyCstWA_2_SanFran Mainland UCSC
## 93 OlyCstWA_2_SanFran Mainland UCSC
## 94 OlyCstWA_2_SanFran Mainland UCSC
## 95 OlyCstWA_2_SanFran Mainland UCSC
## 96 OlyCstWA_2_SanFran Mainland UCSC
## 97 OlyCstWA_2_SanFran Mainland UCSC
## 98 OlyCstWA_2_SanFran Mainland UCSC
## 99 OlyCstWA_2_SanFran Mainland UCSC
## 100 OlyCstWA_2_SanFran Mainland UCSC
## 101 OlyCstWA_2_SanFran Mainland UCSC
## 102 OlyCstWA_2_SanFran Mainland UCSC
## 103 OlyCstWA_2_SanFran Mainland UCSC
## 104 OlyCstWA_2_SanFran Mainland UCSC
## 105 OlyCstWA_2_SanFran Mainland UCSC
## 106 OlyCstWA_2_SanFran Mainland UCSC
## 107 OlyCstWA_2_SanFran Mainland UCSC
## 108 OlyCstWA_2_SanFran Mainland UCSC
## 109 OlyCstWA_2_SanFran Mainland UCSC
## 110 GovtPt_2_Mexico Mainland Other
## 111 GovtPt_2_Mexico Mainland Other
## 112 GovtPt_2_Mexico Mainland Other
## 113 GovtPt_2_Mexico Mainland Other
## 114 GovtPt_2_Mexico Mainland Other
## 115 GovtPt_2_Mexico Mainland Other
## 116 GovtPt_2_Mexico Mainland Other
## 117 GovtPt_2_Mexico Mainland Other
## 118 GovtPt_2_Mexico Mainland Other
## 119 GovtPt_2_Mexico Mainland Other
## 120 GovtPt_2_Mexico Mainland Other
## 121 GovtPt_2_Mexico Mainland Other
## 122 GovtPt_2_Mexico Mainland Other
## 123 GovtPt_2_Mexico Mainland Other
## 124 GovtPt_2_Mexico Mainland Other
## 125 GovtPt_2_Mexico Mainland Other
## 126 GovtPt_2_Mexico Mainland Other
## 127 GovtPt_2_Mexico Mainland Other
## 128 GovtPt_2_Mexico Mainland Other
## 129 GovtPt_2_Mexico Mainland Other
## 130 GovtPt_2_Mexico Mainland Other
## 131 GovtPt_2_Mexico Mainland Other
## 132 GovtPt_2_Mexico Mainland Other
## 133 GovtPt_2_Mexico Mainland Other
## 134 GovtPt_2_Mexico Mainland Other
## 135 GovtPt_2_Mexico Mainland Other
## 136 GovtPt_2_Mexico Mainland Other
## 137 GovtPt_2_Mexico Mainland Other
## 138 GovtPt_2_Mexico Mainland Other
## 139 GovtPt_2_Mexico Mainland Other
## 140 GovtPt_2_Mexico Mainland Other
## 141 GovtPt_2_Mexico Mainland Other
## 142 GovtPt_2_Mexico Mainland Other
## 143 GovtPt_2_Mexico Mainland Other
## 144 GovtPt_2_Mexico Mainland Other
## 145 GovtPt_2_Mexico Mainland Other
## 146 GovtPt_2_Mexico Mainland Other
## 147 GovtPt_2_Mexico Mainland Other
## 148 GovtPt_2_Mexico Mainland Other
## 149 GovtPt_2_Mexico Mainland Other
## 150 GovtPt_2_Mexico Mainland Other
## 151 GovtPt_2_Mexico Mainland Other
## 152 GovtPt_2_Mexico Mainland Other
## 153 GovtPt_2_Mexico Mainland Other
## 154 GovtPt_2_Mexico Mainland Other
## 155 GovtPt_2_Mexico Mainland Other
## 156 GovtPt_2_Mexico Mainland Other
## 157 GovtPt_2_Mexico Mainland Other
## 158 GovtPt_2_Mexico Mainland Other
## 159 GovtPt_2_Mexico Mainland Other
## 160 GovtPt_2_Mexico Mainland Other
## 161 GovtPt_2_Mexico Mainland Other
## 162 GovtPt_2_Mexico Mainland Other
## 163 GovtPt_2_Mexico Mainland Other
## 164 GovtPt_2_Mexico Mainland Other
## 165 GovtPt_2_Mexico Mainland Other
## 166 GovtPt_2_Mexico Mainland Other
## 167 GovtPt_2_Mexico Mainland Other
## 168 GovtPt_2_Mexico Mainland Other
## 169 GovtPt_2_Mexico Mainland Other
## 170 GovtPt_2_Mexico Mainland Other
## 171 GovtPt_2_Mexico Mainland Other
## 172 GovtPt_2_Mexico Mainland Other
## 173 GovtPt_2_Mexico Mainland Other
## 174 OlyCstWA_2_SanFran Mainland UCSC
## 175 OlyCstWA_2_SanFran Mainland UCSC
## 176 OlyCstWA_2_SanFran Mainland UCSC
## 177 OlyCstWA_2_SanFran Mainland UCSC
## 178 OlyCstWA_2_SanFran Mainland UCSC
## 179 OlyCstWA_2_SanFran Mainland UCSC
## 180 OlyCstWA_2_SanFran Mainland UCSC
## 181 OlyCstWA_2_SanFran Mainland UCSC
## 182 OlyCstWA_2_SanFran Mainland UCSC
## 183 OlyCstWA_2_SanFran Mainland UCSC
## 184 OlyCstWA_2_SanFran Mainland UCSC
## 185 OlyCstWA_2_SanFran Mainland UCSC
## 186 OlyCstWA_2_SanFran Mainland UCSC
## 187 OlyCstWA_2_SanFran Mainland UCSC
## 188 OlyCstWA_2_SanFran Mainland UCSC
## 189 OlyCstWA_2_SanFran Mainland UCSC
## 190 OlyCstWA_2_SanFran Mainland UCSC
## 191 OlyCstWA_2_SanFran Mainland UCSC
## 192 OlyCstWA_2_SanFran Mainland UCSC
## 193 OlyCstWA_2_SanFran Mainland UCSC
## 194 OlyCstWA_2_SanFran Mainland UCSC
## 195 OlyCstWA_2_SanFran Mainland UCSC
## 196 OlyCstWA_2_SanFran Mainland UCSC
## 197 OlyCstWA_2_SanFran Mainland UCSC
## 198 OlyCstWA_2_SanFran Mainland UCSC
## 199 OlyCstWA_2_SanFran Mainland UCSC
## 200 OlyCstWA_2_SanFran Mainland UCSC
## 201 OlyCstWA_2_SanFran Mainland UCSC
## 202 OlyCstWA_2_SanFran Mainland UCSC
## 203 OlyCstWA_2_SanFran Mainland UCSC
## 204 OlyCstWA_2_SanFran Mainland UCSC
## 205 OlyCstWA_2_SanFran Mainland UCSC
## 206 OlyCstWA_2_SanFran Mainland UCSC
## 207 OlyCstWA_2_SanFran Mainland UCSC
## 208 OlyCstWA_2_SanFran Mainland UCSC
## 209 OlyCstWA_2_SanFran Mainland UCSC
## 210 OlyCstWA_2_SanFran Mainland UCSC
## 211 OlyCstWA_2_SanFran Mainland UCSC
## 212 OlyCstWA_2_SanFran Mainland UCSC
## 213 OlyCstWA_2_SanFran Mainland UCSC
## 214 OlyCstWA_2_SanFran Mainland UCSC
## 215 OlyCstWA_2_SanFran Mainland UCSC
## 216 OlyCstWA_2_SanFran Mainland UCSC
## 217 OlyCstWA_2_SanFran Mainland UCSC
## 218 OlyCstWA_2_SanFran Mainland UCSC
## 219 OlyCstWA_2_SanFran Mainland UCSC
## 220 OlyCstWA_2_SanFran Mainland UCSC
## 221 OlyCstWA_2_SanFran Mainland UCSC
## 222 OlyCstWA_2_SanFran Mainland UCSC
## 223 OlyCstWA_2_SanFran Mainland UCSC
## 224 OlyCstWA_2_SanFran Mainland UCSC
## 225 OlyCstWA_2_SanFran Mainland UCSC
## 226 OlyCstWA_2_SanFran Mainland UCSC
## 227 OlyCstWA_2_SanFran Mainland UCSC
## 228 OlyCstWA_2_SanFran Mainland UCSC
## 229 OlyCstWA_2_SanFran Mainland UCSC
## 230 OlyCstWA_2_SanFran Mainland UCSC
## 231 OlyCstWA_2_SanFran Mainland UCSC
## 232 OlyCstWA_2_SanFran Mainland UCSC
## 233 OlyCstWA_2_SanFran Mainland UCSC
## 234 OlyCstWA_2_SanFran Mainland UCSC
## 235 OlyCstWA_2_SanFran Mainland UCSC
## 236 OlyCstWA_2_SanFran Mainland UCSC
## 237 OlyCstWA_2_SanFran Mainland UCSC
## 238 OlyCstWA_2_SanFran Mainland UCSC
## 239 OlyCstWA_2_SanFran Mainland UCSC
## 240 OlyCstWA_2_SanFran Mainland UCSC
## 241 OlyCstWA_2_SanFran Mainland UCSC
## 242 OlyCstWA_2_SanFran Mainland UCSC
## 243 OlyCstWA_2_SanFran Mainland UCSC
## 244 OlyCstWA_2_SanFran Mainland UCSC
## 245 OlyCstWA_2_SanFran Mainland UCSC
## 246 OlyCstWA_2_SanFran Mainland UCSC
## 247 OlyCstWA_2_SanFran Mainland UCSC
## 248 OlyCstWA_2_SanFran Mainland UCSC
## 249 OlyCstWA_2_SanFran Mainland UCSC
## 250 OlyCstWA_2_SanFran Mainland UCSC
## 251 OlyCstWA_2_SanFran Mainland UCSC
## 252 OlyCstWA_2_SanFran Mainland UCSC
## 253 OlyCstWA_2_SanFran Mainland UCSC
## 254 OlyCstWA_2_SanFran Mainland UCSC
## 255 OlyCstWA_2_SanFran Mainland UCSC
## 256 OlyCstWA_2_SanFran Mainland UCSC
## 257 OlyCstWA_2_SanFran Mainland UCSC
## 258 OlyCstWA_2_SanFran Mainland UCSC
## 259 OlyCstWA_2_SanFran Mainland UCSC
## 260 OlyCstWA_2_SanFran Mainland UCSC
## 261 OlyCstWA_2_SanFran Mainland UCSC
## 262 OlyCstWA_2_SanFran Mainland UCSC
## 263 OlyCstWA_2_SanFran Mainland UCSC
## 264 OlyCstWA_2_SanFran Mainland UCSC
## 265 OlyCstWA_2_SanFran Mainland UCSC
## 266 OlyCstWA_2_SanFran Mainland UCSC
## 267 OlyCstWA_2_SanFran Mainland UCSC
## 268 OlyCstWA_2_SanFran Mainland UCSC
## 269 OlyCstWA_2_SanFran Mainland UCSC
## 270 OlyCstWA_2_SanFran Mainland UCSC
## 271 OlyCstWA_2_SanFran Mainland UCSC
## 272 OlyCstWA_2_SanFran Mainland UCSC
## 273 OlyCstWA_2_SanFran Mainland UCSC
## 274 OlyCstWA_2_SanFran Mainland UCSC
## 275 OlyCstWA_2_SanFran Mainland UCSC
## 276 OlyCstWA_2_SanFran Mainland UCSC
## 277 OlyCstWA_2_SanFran Mainland UCSC
## 278 OlyCstWA_2_SanFran Mainland UCSC
## 279 OlyCstWA_2_SanFran Mainland UCSC
## 280 OlyCstWA_2_SanFran Mainland UCSC
## 281 OlyCstWA_2_SanFran Mainland UCSC
## 282 OlyCstWA_2_SanFran Mainland UCSC
## 283 OlyCstWA_2_SanFran Mainland UCSC
## 284 OlyCstWA_2_SanFran Mainland UCSC
## 285 OlyCstWA_2_SanFran Mainland UCSC
## 286 OlyCstWA_2_SanFran Mainland UCSC
## 287 OlyCstWA_2_SanFran Mainland UCSC
## 288 OlyCstWA_2_SanFran Mainland UCSC
## 289 OlyCstWA_2_SanFran Mainland UCSC
## 290 OlyCstWA_2_SanFran Mainland UCSC
## 291 OlyCstWA_2_SanFran Mainland UCSC
## 292 OlyCstWA_2_SanFran Mainland UCSC
## 293 OlyCstWA_2_SanFran Mainland UCSC
## 294 OlyCstWA_2_SanFran Mainland UCSC
## 295 OlyCstWA_2_SanFran Mainland UCSC
## 296 OlyCstWA_2_SanFran Mainland UCSC
## 297 OlyCstWA_2_SanFran Mainland UCSC
## 298 OlyCstWA_2_SanFran Mainland UCSC
## 299 OlyCstWA_2_SanFran Mainland UCSC
## 300 OlyCstWA_2_SanFran Mainland UCSC
## 301 OlyCstWA_2_SanFran Mainland UCSC
## 302 OlyCstWA_2_SanFran Mainland UCSC
## 303 OlyCstWA_2_SanFran Mainland UCSC
## 304 OlyCstWA_2_SanFran Mainland UCSC
## 305 OlyCstWA_2_SanFran Mainland UCSC
## 306 OlyCstWA_2_SanFran Mainland UCSC
## 307 OlyCstWA_2_SanFran Mainland UCSC
## 308 OlyCstWA_2_SanFran Mainland UCSC
## 309 OlyCstWA_2_SanFran Mainland UCSC
## 310 OlyCstWA_2_SanFran Mainland UCSC
## 311 OlyCstWA_2_SanFran Mainland UCSC
## 312 OlyCstWA_2_SanFran Mainland UCSC
## 313 OlyCstWA_2_SanFran Mainland UCSC
## 314 OlyCstWA_2_SanFran Mainland UCSC
## 315 OlyCstWA_2_SanFran Mainland UCSC
## 316 OlyCstWA_2_SanFran Mainland UCSC
## 317 OlyCstWA_2_SanFran Mainland UCSC
## 318 OlyCstWA_2_SanFran Mainland UCSC
## 319 OlyCstWA_2_SanFran Mainland UCSC
## 320 OlyCstWA_2_SanFran Mainland UCSC
## 321 OlyCstWA_2_SanFran Mainland UCSC
## 322 OlyCstWA_2_SanFran Mainland UCSC
## 323 OlyCstWA_2_SanFran Mainland UCSC
## 324 OlyCstWA_2_SanFran Mainland UCSC
## 325 OlyCstWA_2_SanFran Mainland UCSC
## 326 OlyCstWA_2_SanFran Mainland UCSC
## 327 OlyCstWA_2_SanFran Mainland UCSC
## 328 OlyCstWA_2_SanFran Mainland UCSC
## 329 OlyCstWA_2_SanFran Mainland UCSC
## 330 OlyCstWA_2_SanFran Mainland UCSC
## 331 OlyCstWA_2_SanFran Mainland UCSC
## 332 OlyCstWA_2_SanFran Mainland UCSC
## 333 OlyCstWA_2_SanFran Mainland UCSC
## 334 OlyCstWA_2_SanFran Mainland UCSC
## 335 OlyCstWA_2_SanFran Mainland UCSC
## 336 OlyCstWA_2_SanFran Mainland UCSC
## 337 OlyCstWA_2_SanFran Mainland UCSC
## 338 OlyCstWA_2_SanFran Mainland UCSC
## 339 OlyCstWA_2_SanFran Mainland UCSC
## 340 OlyCstWA_2_SanFran Mainland UCSC
## 341 OlyCstWA_2_SanFran Mainland UCSC
## 342 OlyCstWA_2_SanFran Mainland UCSC
## 343 OlyCstWA_2_SanFran Mainland UCSC
## 344 OlyCstWA_2_SanFran Mainland UCSC
## 345 OlyCstWA_2_SanFran Mainland UCSC
## 346 OlyCstWA_2_SanFran Mainland UCSC
## 347 OlyCstWA_2_SanFran Mainland UCSC
## 348 OlyCstWA_2_SanFran Mainland UCSC
## 349 OlyCstWA_2_SanFran Mainland UCSC
## 350 OlyCstWA_2_SanFran Mainland UCSC
## 351 OlyCstWA_2_SanFran Mainland UCSC
## 352 OlyCstWA_2_SanFran Mainland UCSC
## 353 OlyCstWA_2_SanFran Mainland UCSC
## 354 OlyCstWA_2_SanFran Mainland UCSC
## 355 OlyCstWA_2_SanFran Mainland UCSC
## 356 OlyCstWA_2_SanFran Mainland UCSC
## 357 OlyCstWA_2_SanFran Mainland UCSC
## 358 OlyCstWA_2_SanFran Mainland UCSC
## 359 OlyCstWA_2_SanFran Mainland UCSC
## 360 OlyCstWA_2_SanFran Mainland UCSC
## 361 OlyCstWA_2_SanFran Mainland UCSC
## 362 OlyCstWA_2_SanFran Mainland UCSC
## 363 OlyCstWA_2_SanFran Mainland UCSC
## 364 OlyCstWA_2_SanFran Mainland UCSC
## 365 OlyCstWA_2_SanFran Mainland UCSC
## 366 OlyCstWA_2_SanFran Mainland UCSC
## 367 OlyCstWA_2_SanFran Mainland UCSC
## 368 OlyCstWA_2_SanFran Mainland UCSC
## 369 OlyCstWA_2_SanFran Mainland UCSC
## 370 OlyCstWA_2_SanFran Mainland UCSC
## 371 OlyCstWA_2_SanFran Mainland UCSC
## 372 OlyCstWA_2_SanFran Mainland UCSC
## 373 OlyCstWA_2_SanFran Mainland UCSC
## 374 OlyCstWA_2_SanFran Mainland UCSC
## 375 OlyCstWA_2_SanFran Mainland UCSC
## 376 OlyCstWA_2_SanFran Mainland UCSC
## 377 OlyCstWA_2_SanFran Mainland UCSC
## 378 OlyCstWA_2_SanFran Mainland UCSC
## 379 OlyCstWA_2_SanFran Mainland UCSC
## 380 OlyCstWA_2_SanFran Mainland UCSC
## 381 OlyCstWA_2_SanFran Mainland UCSC
## 382 OlyCstWA_2_SanFran Mainland UCSC
## 383 OlyCstWA_2_SanFran Mainland UCSC
## 384 OlyCstWA_2_SanFran Mainland UCSC
## 385 OlyCstWA_2_SanFran Mainland UCSC
## 386 OlyCstWA_2_SanFran Mainland UCSC
## 387 OlyCstWA_2_SanFran Mainland UCSC
## 388 OlyCstWA_2_SanFran Mainland UCSC
## 389 OlyCstWA_2_SanFran Mainland UCSC
## 390 OlyCstWA_2_SanFran Mainland UCSC
## 391 OlyCstWA_2_SanFran Mainland UCSC
## 392 OlyCstWA_2_SanFran Mainland UCSC
## 393 OlyCstWA_2_SanFran Mainland UCSC
## 394 OlyCstWA_2_SanFran Mainland UCSC
## 395 OlyCstWA_2_SanFran Mainland UCSC
## 396 OlyCstWA_2_SanFran Mainland UCSC
## 397 OlyCstWA_2_SanFran Mainland UCSC
## 398 OlyCstWA_2_SanFran Mainland UCSC
## 399 OlyCstWA_2_SanFran Mainland UCSC
## 400 OlyCstWA_2_SanFran Mainland UCSC
## 401 OlyCstWA_2_SanFran Mainland UCSC
## 402 OlyCstWA_2_SanFran Mainland UCSC
## 403 OlyCstWA_2_SanFran Mainland UCSC
## 404 OlyCstWA_2_SanFran Mainland UCSC
## 405 OlyCstWA_2_SanFran Mainland UCSC
## 406 OlyCstWA_2_SanFran Mainland UCSC
## 407 OlyCstWA_2_SanFran Mainland UCSC
## 408 OlyCstWA_2_SanFran Mainland UCSC
## 409 OlyCstWA_2_SanFran Mainland UCSC
## 410 OlyCstWA_2_SanFran Mainland UCSC
## 411 OlyCstWA_2_SanFran Mainland UCSC
## 412 OlyCstWA_2_SanFran Mainland UCSC
## 413 OlyCstWA_2_SanFran Mainland UCSC
## 414 OlyCstWA_2_SanFran Mainland UCSC
## 415 OlyCstWA_2_SanFran Mainland UCSC
## 416 OlyCstWA_2_SanFran Mainland UCSC
## 417 OlyCstWA_2_SanFran Mainland UCSC
## 418 OlyCstWA_2_SanFran Mainland UCSC
## 419 OlyCstWA_2_SanFran Mainland UCSC
## 420 OlyCstWA_2_SanFran Mainland UCSC
## 421 OlyCstWA_2_SanFran Mainland UCSC
## 422 OlyCstWA_2_SanFran Mainland UCSC
## 423 OlyCstWA_2_SanFran Mainland UCSC
## 424 OlyCstWA_2_SanFran Mainland UCSC
## 425 OlyCstWA_2_SanFran Mainland UCSC
## 426 OlyCstWA_2_SanFran Mainland UCSC
## 427 OlyCstWA_2_SanFran Mainland UCSC
## 428 OlyCstWA_2_SanFran Mainland UCSC
## 429 OlyCstWA_2_SanFran Mainland UCSC
## 430 OlyCstWA_2_SanFran Mainland UCSC
## 431 OlyCstWA_2_SanFran Mainland UCSC
## 432 OlyCstWA_2_SanFran Mainland UCSC
## 433 OlyCstWA_2_SanFran Mainland UCSC
## 434 OlyCstWA_2_SanFran Mainland UCSC
## 435 OlyCstWA_2_SanFran Mainland UCSC
## 436 OlyCstWA_2_SanFran Mainland UCSC
## 437 OlyCstWA_2_SanFran Mainland UCSC
## 438 OlyCstWA_2_SanFran Mainland UCSC
## 439 OlyCstWA_2_SanFran Mainland UCSC
## 440 OlyCstWA_2_SanFran Mainland UCSC
## 441 OlyCstWA_2_SanFran Mainland UCSC
## 442 OlyCstWA_2_SanFran Mainland UCSC
## 443 OlyCstWA_2_SanFran Mainland UCSC
## 444 OlyCstWA_2_SanFran Mainland UCSC
## 445 OlyCstWA_2_SanFran Mainland UCSC
## 446 OlyCstWA_2_SanFran Mainland UCSC
## 447 OlyCstWA_2_SanFran Mainland UCSC
## 448 OlyCstWA_2_SanFran Mainland UCSC
## 449 OlyCstWA_2_SanFran Mainland UCSC
## 450 OlyCstWA_2_SanFran Mainland UCSC
## 451 OlyCstWA_2_SanFran Mainland UCSC
## 452 OlyCstWA_2_SanFran Mainland UCSC
## 453 OlyCstWA_2_SanFran Mainland UCSC
## 454 OlyCstWA_2_SanFran Mainland UCSC
## 455 OlyCstWA_2_SanFran Mainland UCSC
## 456 OlyCstWA_2_SanFran Mainland UCSC
## 457 OlyCstWA_2_SanFran Mainland UCSC
## 458 OlyCstWA_2_SanFran Mainland UCSC
## 459 OlyCstWA_2_SanFran Mainland UCSC
## 460 OlyCstWA_2_SanFran Mainland UCSC
## 461 OlyCstWA_2_SanFran Mainland UCSC
## 462 OlyCstWA_2_SanFran Mainland UCSC
## 463 OlyCstWA_2_SanFran Mainland UCSC
## 464 OlyCstWA_2_SanFran Mainland UCSC
## 465 OlyCstWA_2_SanFran Mainland UCSC
## 466 OlyCstWA_2_SanFran Mainland UCSC
## 467 OlyCstWA_2_SanFran Mainland UCSC
## 468 OlyCstWA_2_SanFran Mainland UCSC
## 469 OlyCstWA_2_SanFran Mainland UCSC
## 470 OlyCstWA_2_SanFran Mainland UCSC
## 471 OlyCstWA_2_SanFran Mainland UCSC
## 472 OlyCstWA_2_SanFran Mainland UCSC
## 473 OlyCstWA_2_SanFran Mainland UCSC
## 474 OlyCstWA_2_SanFran Mainland UCSC
## 475 OlyCstWA_2_SanFran Mainland UCSC
## 476 OlyCstWA_2_SanFran Mainland UCSC
## 477 OlyCstWA_2_SanFran Mainland UCSC
## 478 OlyCstWA_2_SanFran Mainland UCSC
## 479 OlyCstWA_2_SanFran Mainland UCSC
## 480 OlyCstWA_2_SanFran Mainland UCSC
## 481 OlyCstWA_2_SanFran Mainland UCSC
## 482 OlyCstWA_2_SanFran Mainland UCSC
## 483 OlyCstWA_2_SanFran Mainland UCSC
## 484 OlyCstWA_2_SanFran Mainland UCSC
## 485 OlyCstWA_2_SanFran Mainland UCSC
## 486 OlyCstWA_2_SanFran Mainland UCSC
## 487 OlyCstWA_2_SanFran Mainland UCSC
## 488 OlyCstWA_2_SanFran Mainland UCSC
## 489 OlyCstWA_2_SanFran Mainland UCSC
## 490 OlyCstWA_2_SanFran Mainland UCSC
## 491 OlyCstWA_2_SanFran Mainland UCSC
## 492 OlyCstWA_2_SanFran Mainland UCSC
## 493 OlyCstWA_2_SanFran Mainland UCSC
## 494 OlyCstWA_2_SanFran Mainland UCSC
## 495 OlyCstWA_2_SanFran Mainland UCSC
## 496 OlyCstWA_2_SanFran Mainland UCSC
## 497 OlyCstWA_2_SanFran Mainland UCSC
## 498 OlyCstWA_2_SanFran Mainland UCSC
## 499 OlyCstWA_2_SanFran Mainland Other
## 500 OlyCstWA_2_SanFran Mainland Other
## 501 OlyCstWA_2_SanFran Mainland Other
## 502 OlyCstWA_2_SanFran Mainland Other
## 503 OlyCstWA_2_SanFran Mainland Other
## 504 OlyCstWA_2_SanFran Mainland Other
## 505 OlyCstWA_2_SanFran Mainland Other
## 506 OlyCstWA_2_SanFran Mainland Other
## 507 OlyCstWA_2_SanFran Mainland Other
## 508 OlyCstWA_2_SanFran Mainland Other
## 509 OlyCstWA_2_SanFran Mainland Other
## 510 OlyCstWA_2_SanFran Mainland Other
## 511 OlyCstWA_2_SanFran Mainland Other
## 512 OlyCstWA_2_SanFran Mainland Other
## 513 OlyCstWA_2_SanFran Mainland Other
## 514 OlyCstWA_2_SanFran Mainland Other
## 515 OlyCstWA_2_SanFran Mainland Other
## 516 OlyCstWA_2_SanFran Mainland Other
## 517 OlyCstWA_2_SanFran Mainland Other
## 518 OlyCstWA_2_SanFran Mainland Other
## 519 OlyCstWA_2_SanFran Mainland Other
## 520 OlyCstWA_2_SanFran Mainland Other
## 521 OlyCstWA_2_SanFran Mainland Other
## 522 OlyCstWA_2_SanFran Mainland Other
## 523 OlyCstWA_2_SanFran Mainland Other
## 524 OlyCstWA_2_SanFran Mainland Other
## 525 OlyCstWA_2_SanFran Mainland Other
## 526 OlyCstWA_2_SanFran Mainland Other
## 527 OlyCstWA_2_SanFran Mainland Other
## 528 OlyCstWA_2_SanFran Mainland Other
## 529 OlyCstWA_2_SanFran Mainland Other
## 530 OlyCstWA_2_SanFran Mainland Other
## 531 OlyCstWA_2_SanFran Mainland Other
## 532 OlyCstWA_2_SanFran Mainland Other
## 533 OlyCstWA_2_SanFran Mainland Other
## 534 SanFran_2_GovtPt Mainland UCSC
## 535 SanFran_2_GovtPt Mainland UCSC
## 536 SanFran_2_GovtPt Mainland UCSC
## 537 SanFran_2_GovtPt Mainland UCSC
## 538 SanFran_2_GovtPt Mainland UCSC
## 539 SanFran_2_GovtPt Mainland UCSC
## 540 SanFran_2_GovtPt Mainland UCSC
## 541 SanFran_2_GovtPt Mainland UCSC
## 542 SanFran_2_GovtPt Mainland UCSC
## 543 SanFran_2_GovtPt Mainland UCSC
## 544 SanFran_2_GovtPt Mainland UCSC
## 545 SanFran_2_GovtPt Mainland UCSC
## 546 SanFran_2_GovtPt Mainland UCSC
## 547 SanFran_2_GovtPt Mainland UCSC
## 548 SanFran_2_GovtPt Mainland UCSC
## 549 SanFran_2_GovtPt Mainland UCSC
## 550 SanFran_2_GovtPt Mainland UCSC
## 551 SanFran_2_GovtPt Mainland UCSC
## 552 SanFran_2_GovtPt Mainland UCSC
## 553 SanFran_2_GovtPt Mainland UCSC
## 554 SanFran_2_GovtPt Mainland UCSC
## 555 SanFran_2_GovtPt Mainland UCSC
## 556 SanFran_2_GovtPt Mainland UCSC
## 557 SanFran_2_GovtPt Mainland UCSC
## 558 SanFran_2_GovtPt Mainland UCSC
## 559 SanFran_2_GovtPt Mainland UCSC
## 560 SanFran_2_GovtPt Mainland UCSC
## 561 SanFran_2_GovtPt Mainland UCSC
## 562 SanFran_2_GovtPt Mainland UCSC
## 563 SanFran_2_GovtPt Mainland UCSC
## 564 SanFran_2_GovtPt Mainland UCSC
## 565 SanFran_2_GovtPt Mainland UCSC
## 566 SanFran_2_GovtPt Mainland UCSC
## 567 SanFran_2_GovtPt Mainland UCSC
## 568 SanFran_2_GovtPt Mainland UCSC
## 569 SanFran_2_GovtPt Mainland UCSC
## 570 SanFran_2_GovtPt Mainland UCSC
## 571 SanFran_2_GovtPt Mainland UCSC
## 572 SanFran_2_GovtPt Mainland UCSC
## 573 SanFran_2_GovtPt Mainland UCSC
## 574 SanFran_2_GovtPt Mainland UCSC
## 575 SanFran_2_GovtPt Mainland UCSC
## 576 SanFran_2_GovtPt Mainland UCSC
## 577 SanFran_2_GovtPt Mainland UCSC
## 578 SanFran_2_GovtPt Mainland UCSC
## 579 SanFran_2_GovtPt Mainland UCSC
## 580 SanFran_2_GovtPt Mainland UCSC
## 581 SanFran_2_GovtPt Mainland UCSC
## 582 SanFran_2_GovtPt Mainland UCSC
## 583 SanFran_2_GovtPt Mainland UCSC
## 584 SanFran_2_GovtPt Mainland UCSC
## 585 SanFran_2_GovtPt Mainland UCSC
## 586 SanFran_2_GovtPt Mainland UCSC
## 587 SanFran_2_GovtPt Mainland UCSC
## 588 SanFran_2_GovtPt Mainland UCSC
## 589 SanFran_2_GovtPt Mainland UCSC
## 590 SanFran_2_GovtPt Mainland UCSC
## 591 SanFran_2_GovtPt Mainland UCSC
## 592 SanFran_2_GovtPt Mainland UCSC
## 593 SanFran_2_GovtPt Mainland UCSC
## 594 SanFran_2_GovtPt Mainland UCSC
## 595 SanFran_2_GovtPt Mainland UCSC
## 596 SanFran_2_GovtPt Mainland UCSC
## 597 SanFran_2_GovtPt Mainland UCSC
## 598 SanFran_2_GovtPt Mainland UCSC
## 599 SanFran_2_GovtPt Mainland UCSC
## 600 SanFran_2_GovtPt Mainland UCSC
## 601 SanFran_2_GovtPt Mainland UCSC
## 602 SanFran_2_GovtPt Mainland UCSC
## 603 SanFran_2_GovtPt Mainland UCSC
## 604 SanFran_2_GovtPt Mainland UCSC
## 605 SanFran_2_GovtPt Mainland UCSC
## 606 SanFran_2_GovtPt Mainland UCSC
## 607 SanFran_2_GovtPt Mainland UCSC
## 608 SanFran_2_GovtPt Mainland UCSC
## 609 SanFran_2_GovtPt Mainland UCSC
## 610 SanFran_2_GovtPt Mainland UCSC
## 611 SanFran_2_GovtPt Mainland UCSC
## 612 SanFran_2_GovtPt Mainland UCSC
## 613 SanFran_2_GovtPt Mainland UCSC
## 614 SanFran_2_GovtPt Mainland UCSC
## 615 SanFran_2_GovtPt Mainland UCSC
## 616 SanFran_2_GovtPt Mainland UCSC
## 617 SanFran_2_GovtPt Mainland UCSC
## 618 SanFran_2_GovtPt Mainland UCSC
## 619 SanFran_2_GovtPt Mainland UCSC
## 620 SanFran_2_GovtPt Mainland UCSC
## 621 SanFran_2_GovtPt Mainland UCSC
## 622 SanFran_2_GovtPt Mainland UCSC
## 623 SanFran_2_GovtPt Mainland UCSC
## 624 SanFran_2_GovtPt Mainland UCSC
## 625 SanFran_2_GovtPt Mainland UCSC
## 626 SanFran_2_GovtPt Mainland UCSC
## 627 SanFran_2_GovtPt Mainland UCSC
## 628 SanFran_2_GovtPt Mainland UCSC
## 629 SanFran_2_GovtPt Mainland UCSC
## 630 SanFran_2_GovtPt Mainland UCSC
## 631 SanFran_2_GovtPt Mainland UCSC
## 632 SanFran_2_GovtPt Mainland UCSC
## 633 SanFran_2_GovtPt Mainland UCSC
## 634 SanFran_2_GovtPt Mainland UCSC
## 635 SanFran_2_GovtPt Mainland UCSC
## 636 SanFran_2_GovtPt Mainland UCSC
## 637 SanFran_2_GovtPt Mainland UCSC
## 638 SanFran_2_GovtPt Mainland UCSC
## 639 SanFran_2_GovtPt Mainland UCSC
## 640 SanFran_2_GovtPt Mainland UCSC
## 641 SanFran_2_GovtPt Mainland UCSC
## 642 SanFran_2_GovtPt Mainland UCSC
## 643 SanFran_2_GovtPt Mainland UCSC
## 644 SanFran_2_GovtPt Mainland UCSC
## 645 SanFran_2_GovtPt Mainland UCSC
## 646 SanFran_2_GovtPt Mainland UCSC
## 647 SanFran_2_GovtPt Mainland UCSC
## 648 SanFran_2_GovtPt Mainland UCSC
## 649 SanFran_2_GovtPt Mainland UCSC
## 650 SanFran_2_GovtPt Mainland UCSC
## 651 SanFran_2_GovtPt Mainland UCSC
## 652 SanFran_2_GovtPt Mainland UCSC
## 653 SanFran_2_GovtPt Mainland UCSC
## 654 SanFran_2_GovtPt Mainland UCSC
## 655 SanFran_2_GovtPt Mainland UCSC
## 656 SanFran_2_GovtPt Mainland UCSC
## 657 SanFran_2_GovtPt Mainland UCSC
## 658 SanFran_2_GovtPt Mainland UCSC
## 659 SanFran_2_GovtPt Mainland UCSC
## 660 SanFran_2_GovtPt Mainland UCSC
## 661 SanFran_2_GovtPt Mainland UCSC
## 662 SanFran_2_GovtPt Mainland UCSC
## 663 SanFran_2_GovtPt Mainland UCSC
## 664 SanFran_2_GovtPt Mainland UCSC
## 665 SanFran_2_GovtPt Mainland UCSC
## 666 SanFran_2_GovtPt Mainland UCSC
## 667 SanFran_2_GovtPt Mainland UCSC
## 668 SanFran_2_GovtPt Mainland UCSC
## 669 SanFran_2_GovtPt Mainland UCSC
## 670 SanFran_2_GovtPt Mainland UCSC
## 671 SanFran_2_GovtPt Mainland UCSC
## 672 SanFran_2_GovtPt Mainland UCSC
## 673 SanFran_2_GovtPt Mainland UCSC
## 674 GovtPt_2_Mexico Mainland Other
## 675 GovtPt_2_Mexico Mainland Other
## 676 GovtPt_2_Mexico Mainland Other
## 677 GovtPt_2_Mexico Mainland Other
## 678 GovtPt_2_Mexico Mainland Other
## 679 GovtPt_2_Mexico Mainland Other
## 680 GovtPt_2_Mexico Mainland Other
## 681 GovtPt_2_Mexico Mainland Other
## 682 GovtPt_2_Mexico Mainland Other
## 683 GovtPt_2_Mexico Mainland Other
## 684 GovtPt_2_Mexico Mainland Other
## 685 GovtPt_2_Mexico Mainland Other
## 686 GovtPt_2_Mexico Mainland Other
## 687 GovtPt_2_Mexico Mainland Other
## 688 GovtPt_2_Mexico Mainland Other
## 689 GovtPt_2_Mexico Mainland Other
## 690 GovtPt_2_Mexico Mainland Other
## 691 GovtPt_2_Mexico Mainland Other
## 692 GovtPt_2_Mexico Mainland Other
## 693 GovtPt_2_Mexico Mainland Other
## 694 GovtPt_2_Mexico Mainland Other
## 695 GovtPt_2_Mexico Mainland Other
## 696 GovtPt_2_Mexico Mainland Other
## 697 GovtPt_2_Mexico Mainland Other
## 698 GovtPt_2_Mexico Mainland Other
## 699 GovtPt_2_Mexico Mainland Other
## 700 GovtPt_2_Mexico Mainland Other
## 701 GovtPt_2_Mexico Mainland Other
## 702 GovtPt_2_Mexico Mainland Other
## 703 GovtPt_2_Mexico Mainland Other
## 704 GovtPt_2_Mexico Mainland Other
## 705 GovtPt_2_Mexico Mainland Other
## 706 GovtPt_2_Mexico Mainland Other
## 707 GovtPt_2_Mexico Mainland Other
## 708 GovtPt_2_Mexico Mainland Other
## 709 GovtPt_2_Mexico Mainland Other
## 710 GovtPt_2_Mexico Mainland Other
## 711 GovtPt_2_Mexico Mainland Other
## 712 GovtPt_2_Mexico Mainland Other
## 713 GovtPt_2_Mexico Mainland Other
## 714 GovtPt_2_Mexico Mainland Other
## 715 GovtPt_2_Mexico Mainland Other
## 716 GovtPt_2_Mexico Mainland Other
## 717 GovtPt_2_Mexico Mainland Other
## 718 GovtPt_2_Mexico Mainland Other
## 719 GovtPt_2_Mexico Mainland Other
## 720 GovtPt_2_Mexico Mainland Other
## 721 GovtPt_2_Mexico Mainland Other
## 722 GovtPt_2_Mexico Mainland Other
## 723 GovtPt_2_Mexico Mainland Other
## 724 GovtPt_2_Mexico Mainland Other
## 725 GovtPt_2_Mexico Mainland Other
## 726 GovtPt_2_Mexico Mainland Other
## 727 GovtPt_2_Mexico Mainland Other
## 728 GovtPt_2_Mexico Mainland Other
## 729 GovtPt_2_Mexico Mainland Other
## 730 GovtPt_2_Mexico Mainland Other
## 731 GovtPt_2_Mexico Mainland Other
## 732 GovtPt_2_Mexico Mainland Other
## 733 GovtPt_2_Mexico Mainland Other
## 734 GovtPt_2_Mexico Mainland Other
## 735 GovtPt_2_Mexico Mainland Other
## 736 GovtPt_2_Mexico Mainland Other
## 737 GovtPt_2_Mexico Mainland Other
## 738 GovtPt_2_Mexico Mainland Other
## 739 GovtPt_2_Mexico Mainland Other
## 740 GovtPt_2_Mexico Mainland Other
## 741 GovtPt_2_Mexico Mainland Other
## 742 GovtPt_2_Mexico Mainland Other
## 743 GovtPt_2_Mexico Mainland Other
## 744 GovtPt_2_Mexico Mainland Other
## 745 GovtPt_2_Mexico Mainland Other
## 746 GovtPt_2_Mexico Mainland Other
## 747 GovtPt_2_Mexico Mainland Other
## 748 GovtPt_2_Mexico Mainland Other
## 749 GovtPt_2_Mexico Mainland Other
## 750 GovtPt_2_Mexico Mainland Other
## 751 GovtPt_2_Mexico Mainland Other
## 752 GovtPt_2_Mexico Mainland Other
## 753 GovtPt_2_Mexico Mainland Other
## 754 GovtPt_2_Mexico Mainland Other
## 755 GovtPt_2_Mexico Mainland Other
## 756 GovtPt_2_Mexico Mainland Other
## 757 GovtPt_2_Mexico Mainland Other
## 758 SanFran_2_GovtPt Mainland UCSC
## 759 SanFran_2_GovtPt Mainland UCSC
## 760 SanFran_2_GovtPt Mainland UCSC
## 761 SanFran_2_GovtPt Mainland UCSC
## 762 SanFran_2_GovtPt Mainland UCSC
## 763 SanFran_2_GovtPt Mainland UCSC
## 764 SanFran_2_GovtPt Mainland UCSC
## 765 SanFran_2_GovtPt Mainland UCSC
## 766 SanFran_2_GovtPt Mainland UCSC
## 767 SanFran_2_GovtPt Mainland UCSC
## 768 SanFran_2_GovtPt Mainland UCSC
## 769 SanFran_2_GovtPt Mainland UCSC
## 770 SanFran_2_GovtPt Mainland UCSC
## 771 SanFran_2_GovtPt Mainland UCSC
## 772 SanFran_2_GovtPt Mainland UCSC
## 773 SanFran_2_GovtPt Mainland UCSC
## 774 SanFran_2_GovtPt Mainland UCSC
## 775 SanFran_2_GovtPt Mainland UCSC
## 776 SanFran_2_GovtPt Mainland UCSC
## 777 SanFran_2_GovtPt Mainland UCSC
## 778 SanFran_2_GovtPt Mainland UCSC
## 779 SanFran_2_GovtPt Mainland UCSC
## 780 SanFran_2_GovtPt Mainland UCSC
## 781 SanFran_2_GovtPt Mainland UCSC
## 782 SanFran_2_GovtPt Mainland UCSC
## 783 SanFran_2_GovtPt Mainland UCSC
## 784 SanFran_2_GovtPt Mainland UCSC
## 785 SanFran_2_GovtPt Mainland UCSC
## 786 SanFran_2_GovtPt Mainland UCSC
## 787 SanFran_2_GovtPt Mainland UCSC
## 788 SanFran_2_GovtPt Mainland UCSC
## 789 SanFran_2_GovtPt Mainland UCSC
## 790 SanFran_2_GovtPt Mainland UCSC
## 791 SanFran_2_GovtPt Mainland UCSC
## 792 SanFran_2_GovtPt Mainland UCSC
## 793 SanFran_2_GovtPt Mainland UCSC
## 794 SanFran_2_GovtPt Mainland UCSC
## 795 SanFran_2_GovtPt Mainland UCSC
## 796 SanFran_2_GovtPt Mainland UCSC
## 797 SanFran_2_GovtPt Mainland UCSC
## 798 SanFran_2_GovtPt Mainland UCSC
## 799 SanFran_2_GovtPt Mainland UCSC
## 800 SanFran_2_GovtPt Mainland UCSC
## 801 SanFran_2_GovtPt Mainland UCSC
## 802 SanFran_2_GovtPt Mainland UCSC
## 803 SanFran_2_GovtPt Mainland UCSC
## 804 SanFran_2_GovtPt Mainland UCSC
## 805 SanFran_2_GovtPt Mainland UCSC
## 806 SanFran_2_GovtPt Mainland UCSC
## 807 SanFran_2_GovtPt Mainland UCSC
## 808 SanFran_2_GovtPt Mainland UCSC
## 809 AK_2_BritColumb Baranoff Other
## 810 AK_2_BritColumb Baranoff Other
## 811 AK_2_BritColumb Baranoff Other
## 812 AK_2_BritColumb Baranoff Other
## 813 AK_2_BritColumb Baranoff Other
## 814 AK_2_BritColumb Baranoff Other
## 815 AK_2_BritColumb Baranoff Other
## 816 AK_2_BritColumb Baranoff Other
## 817 AK_2_BritColumb Baranoff Other
## 818 AK_2_BritColumb Baranoff Other
## 819 AK_2_BritColumb Baranoff Other
## 820 AK_2_BritColumb Baranoff Other
## 821 AK_2_BritColumb Baranoff Other
## 822 AK_2_BritColumb Baranoff Other
## 823 AK_2_BritColumb Baranoff Other
## 824 AK_2_BritColumb Baranoff Other
## 825 AK_2_BritColumb Baranoff Other
## 826 AK_2_BritColumb Baranoff Other
## 827 AK_2_BritColumb Baranoff Other
## 828 AK_2_BritColumb Baranoff Other
## 829 AK_2_BritColumb Baranoff Other
## 830 AK_2_BritColumb Baranoff Other
## 831 AK_2_BritColumb Baranoff Other
## 832 AK_2_BritColumb Baranoff Other
## 833 AK_2_BritColumb Baranoff Other
## 834 AK_2_BritColumb Baranoff Other
## 835 AK_2_BritColumb Baranoff Other
## 836 AK_2_BritColumb Baranoff Other
## 837 AK_2_BritColumb Baranoff Other
## 838 AK_2_BritColumb Baranoff Other
## 839 AK_2_BritColumb Baranoff Other
## 840 AK_2_BritColumb Baranoff Other
## 841 SanFran_2_GovtPt Mainland UCSC
## 842 SanFran_2_GovtPt Mainland UCSC
## 843 SanFran_2_GovtPt Mainland UCSC
## 844 SanFran_2_GovtPt Mainland UCSC
## 845 SanFran_2_GovtPt Mainland UCSC
## 846 SanFran_2_GovtPt Mainland UCSC
## 847 SanFran_2_GovtPt Mainland UCSC
## 848 SanFran_2_GovtPt Mainland UCSC
## 849 SanFran_2_GovtPt Mainland UCSC
## 850 SanFran_2_GovtPt Mainland UCSC
## 851 SanFran_2_GovtPt Mainland UCSC
## 852 SanFran_2_GovtPt Mainland UCSC
## 853 SanFran_2_GovtPt Mainland UCSC
## 854 SanFran_2_GovtPt Mainland UCSC
## 855 SanFran_2_GovtPt Mainland UCSC
## 856 SanFran_2_GovtPt Mainland UCSC
## 857 SanFran_2_GovtPt Mainland UCSC
## 858 SanFran_2_GovtPt Mainland UCSC
## 859 SanFran_2_GovtPt Mainland UCSC
## 860 SanFran_2_GovtPt Mainland UCSC
## 861 SanFran_2_GovtPt Mainland UCSC
## 862 SanFran_2_GovtPt Mainland UCSC
## 863 SanFran_2_GovtPt Mainland UCSC
## 864 SanFran_2_GovtPt Mainland UCSC
## 865 SanFran_2_GovtPt Mainland UCSC
## 866 SanFran_2_GovtPt Mainland UCSC
## 867 SanFran_2_GovtPt Mainland UCSC
## 868 SanFran_2_GovtPt Mainland UCSC
## 869 SanFran_2_GovtPt Mainland UCSC
## 870 SanFran_2_GovtPt Mainland UCSC
## 871 SanFran_2_GovtPt Mainland UCSC
## 872 SanFran_2_GovtPt Mainland UCSC
## 873 SanFran_2_GovtPt Mainland UCSC
## 874 SanFran_2_GovtPt Mainland UCSC
## 875 SanFran_2_GovtPt Mainland UCSC
## 876 SanFran_2_GovtPt Mainland UCSC
## 877 SanFran_2_GovtPt Mainland UCSC
## 878 SanFran_2_GovtPt Mainland UCSC
## 879 SanFran_2_GovtPt Mainland UCSC
## 880 SanFran_2_GovtPt Mainland UCSC
## 881 SanFran_2_GovtPt Mainland UCSC
## 882 SanFran_2_GovtPt Mainland UCSC
## 883 SanFran_2_GovtPt Mainland UCSC
## 884 SanFran_2_GovtPt Mainland UCSC
## 885 SanFran_2_GovtPt Mainland UCSC
## 886 SanFran_2_GovtPt Mainland UCSC
## 887 SanFran_2_GovtPt Mainland UCSC
## 888 SanFran_2_GovtPt Mainland UCSC
## 889 SanFran_2_GovtPt Mainland UCSC
## 890 SanFran_2_GovtPt Mainland UCSC
## 891 SanFran_2_GovtPt Mainland UCSC
## 892 SanFran_2_GovtPt Mainland UCSC
## 893 SanFran_2_GovtPt Mainland UCSC
## 894 SanFran_2_GovtPt Mainland UCSC
## 895 SanFran_2_GovtPt Mainland UCSC
## 896 SanFran_2_GovtPt Mainland UCSC
## 897 SanFran_2_GovtPt Mainland UCSC
## 898 SanFran_2_GovtPt Mainland UCSC
## 899 SanFran_2_GovtPt Mainland UCSC
## 900 SanFran_2_GovtPt Mainland UCSC
## 901 SanFran_2_GovtPt Mainland UCSC
## 902 SanFran_2_GovtPt Mainland UCSC
## 903 SanFran_2_GovtPt Mainland UCSC
## 904 SanFran_2_GovtPt Mainland UCSC
## 905 SanFran_2_GovtPt Mainland UCSC
## 906 SanFran_2_GovtPt Mainland UCSC
## 907 SanFran_2_GovtPt Mainland UCSC
## 908 SanFran_2_GovtPt Mainland UCSC
## 909 SanFran_2_GovtPt Mainland UCSC
## 910 SanFran_2_GovtPt Mainland UCSC
## 911 SanFran_2_GovtPt Mainland UCSC
## 912 SanFran_2_GovtPt Mainland UCSC
## 913 SanFran_2_GovtPt Mainland UCSC
## 914 SanFran_2_GovtPt Mainland UCSC
## 915 SanFran_2_GovtPt Mainland UCSC
## 916 SanFran_2_GovtPt Mainland UCSC
## 917 SanFran_2_GovtPt Mainland UCSC
## 918 SanFran_2_GovtPt Mainland UCSC
## 919 SanFran_2_GovtPt Mainland UCSC
## 920 SanFran_2_GovtPt Mainland UCSC
## 921 SanFran_2_GovtPt Mainland UCSC
## 922 SanFran_2_GovtPt Mainland UCSC
## 923 SanFran_2_GovtPt Mainland UCSC
## 924 SanFran_2_GovtPt Mainland UCSC
## 925 OlyCstWA_2_SanFran Mainland UCSC
## 926 OlyCstWA_2_SanFran Mainland UCSC
## 927 OlyCstWA_2_SanFran Mainland UCSC
## 928 OlyCstWA_2_SanFran Mainland UCSC
## 929 OlyCstWA_2_SanFran Mainland UCSC
## 930 OlyCstWA_2_SanFran Mainland UCSC
## 931 OlyCstWA_2_SanFran Mainland UCSC
## 932 OlyCstWA_2_SanFran Mainland UCSC
## 933 OlyCstWA_2_SanFran Mainland UCSC
## 934 OlyCstWA_2_SanFran Mainland UCSC
## 935 OlyCstWA_2_SanFran Mainland UCSC
## 936 OlyCstWA_2_SanFran Mainland UCSC
## 937 OlyCstWA_2_SanFran Mainland UCSC
## 938 OlyCstWA_2_SanFran Mainland UCSC
## 939 OlyCstWA_2_SanFran Mainland UCSC
## 940 OlyCstWA_2_SanFran Mainland UCSC
## 941 OlyCstWA_2_SanFran Mainland UCSC
## 942 OlyCstWA_2_SanFran Mainland UCSC
## 943 OlyCstWA_2_SanFran Mainland UCSC
## 944 OlyCstWA_2_SanFran Mainland UCSC
## 945 OlyCstWA_2_SanFran Mainland UCSC
## 946 OlyCstWA_2_SanFran Mainland UCSC
## 947 OlyCstWA_2_SanFran Mainland UCSC
## 948 OlyCstWA_2_SanFran Mainland UCSC
## 949 OlyCstWA_2_SanFran Mainland UCSC
## 950 OlyCstWA_2_SanFran Mainland UCSC
## 951 OlyCstWA_2_SanFran Mainland UCSC
## 952 OlyCstWA_2_SanFran Mainland UCSC
## 953 OlyCstWA_2_SanFran Mainland UCSC
## 954 OlyCstWA_2_SanFran Mainland UCSC
## 955 OlyCstWA_2_SanFran Mainland UCSC
## 956 OlyCstWA_2_SanFran Mainland UCSC
## 957 OlyCstWA_2_SanFran Mainland UCSC
## 958 OlyCstWA_2_SanFran Mainland UCSC
## 959 OlyCstWA_2_SanFran Mainland UCSC
## 960 OlyCstWA_2_SanFran Mainland UCSC
## 961 OlyCstWA_2_SanFran Mainland UCSC
## 962 OlyCstWA_2_SanFran Mainland UCSC
## 963 OlyCstWA_2_SanFran Mainland UCSC
## 964 OlyCstWA_2_SanFran Mainland UCSC
## 965 OlyCstWA_2_SanFran Mainland UCSC
## 966 OlyCstWA_2_SanFran Mainland UCSC
## 967 OlyCstWA_2_SanFran Mainland UCSC
## 968 OlyCstWA_2_SanFran Mainland UCSC
## 969 OlyCstWA_2_SanFran Mainland UCSC
## 970 OlyCstWA_2_SanFran Mainland UCSC
## 971 OlyCstWA_2_SanFran Mainland UCSC
## 972 OlyCstWA_2_SanFran Mainland UCSC
## 973 OlyCstWA_2_SanFran Mainland UCSC
## 974 OlyCstWA_2_SanFran Mainland UCSC
## 975 OlyCstWA_2_SanFran Mainland UCSC
## 976 OlyCstWA_2_SanFran Mainland UCSC
## 977 OlyCstWA_2_SanFran Mainland UCSC
## 978 OlyCstWA_2_SanFran Mainland UCSC
## 979 OlyCstWA_2_SanFran Mainland UCSC
## 980 OlyCstWA_2_SanFran Mainland UCSC
## 981 OlyCstWA_2_SanFran Mainland UCSC
## 982 OlyCstWA_2_SanFran Mainland UCSC
## 983 OlyCstWA_2_SanFran Mainland UCSC
## 984 OlyCstWA_2_SanFran Mainland UCSC
## 985 OlyCstWA_2_SanFran Mainland UCSC
## 986 OlyCstWA_2_SanFran Mainland UCSC
## 987 OlyCstWA_2_SanFran Mainland UCSC
## 988 OlyCstWA_2_SanFran Mainland UCSC
## 989 OlyCstWA_2_SanFran Mainland UCSC
## 990 GovtPt_2_Mexico Mainland Other
## 991 GovtPt_2_Mexico Mainland Other
## 992 GovtPt_2_Mexico Mainland Other
## 993 GovtPt_2_Mexico Mainland Other
## 994 GovtPt_2_Mexico Mainland Other
## 995 GovtPt_2_Mexico Mainland Other
## 996 GovtPt_2_Mexico Mainland Other
## 997 GovtPt_2_Mexico Mainland Other
## 998 GovtPt_2_Mexico Mainland Other
## 999 GovtPt_2_Mexico Mainland Other
## 1000 GovtPt_2_Mexico Mainland Other
## 1001 GovtPt_2_Mexico Mainland Other
## 1002 GovtPt_2_Mexico Mainland Other
## 1003 GovtPt_2_Mexico Mainland Other
## 1004 GovtPt_2_Mexico Mainland Other
## 1005 GovtPt_2_Mexico Mainland Other
## 1006 GovtPt_2_Mexico Mainland Other
## 1007 GovtPt_2_Mexico Mainland Other
## 1008 GovtPt_2_Mexico Mainland Other
## 1009 GovtPt_2_Mexico Mainland Other
## 1010 GovtPt_2_Mexico Mainland Other
## 1011 GovtPt_2_Mexico Mainland Other
## 1012 GovtPt_2_Mexico Mainland Other
## 1013 GovtPt_2_Mexico Mainland Other
## 1014 GovtPt_2_Mexico Mainland Other
## 1015 GovtPt_2_Mexico Mainland Other
## 1016 GovtPt_2_Mexico Mainland Other
## 1017 GovtPt_2_Mexico Mainland Other
## 1018 GovtPt_2_Mexico Mainland Other
## 1019 GovtPt_2_Mexico Mainland Other
## 1020 GovtPt_2_Mexico Mainland Other
## 1021 GovtPt_2_Mexico Mainland Other
## 1022 GovtPt_2_Mexico Mainland Other
## 1023 GovtPt_2_Mexico Mainland Other
## 1024 GovtPt_2_Mexico Mainland Other
## 1025 GovtPt_2_Mexico Mainland Other
## 1026 GovtPt_2_Mexico Mainland Other
## 1027 GovtPt_2_Mexico Mainland Other
## 1028 GovtPt_2_Mexico Mainland Other
## 1029 GovtPt_2_Mexico Mainland Other
## 1030 GovtPt_2_Mexico Mainland Other
## 1031 GovtPt_2_Mexico Mainland Other
## 1032 GovtPt_2_Mexico Mainland Other
## 1033 GovtPt_2_Mexico Mainland Other
## 1034 GovtPt_2_Mexico Mainland Other
## 1035 GovtPt_2_Mexico Mainland Other
## 1036 GovtPt_2_Mexico Mainland Other
## 1037 GovtPt_2_Mexico Mainland Other
## 1038 GovtPt_2_Mexico Mainland Other
## 1039 GovtPt_2_Mexico Mainland Other
## 1040 GovtPt_2_Mexico Mainland Other
## 1041 SanFran_2_GovtPt Mainland UCSC
## 1042 SanFran_2_GovtPt Mainland UCSC
## 1043 SanFran_2_GovtPt Mainland UCSC
## 1044 SanFran_2_GovtPt Mainland UCSC
## 1045 SanFran_2_GovtPt Mainland UCSC
## 1046 SanFran_2_GovtPt Mainland UCSC
## 1047 SanFran_2_GovtPt Mainland UCSC
## 1048 SanFran_2_GovtPt Mainland UCSC
## 1049 SanFran_2_GovtPt Mainland UCSC
## 1050 SanFran_2_GovtPt Mainland UCSC
## 1051 SanFran_2_GovtPt Mainland UCSC
## 1052 SanFran_2_GovtPt Mainland UCSC
## 1053 SanFran_2_GovtPt Mainland UCSC
## 1054 SanFran_2_GovtPt Mainland UCSC
## 1055 SanFran_2_GovtPt Mainland UCSC
## 1056 SanFran_2_GovtPt Mainland UCSC
## 1057 SanFran_2_GovtPt Mainland UCSC
## 1058 SanFran_2_GovtPt Mainland UCSC
## 1059 SanFran_2_GovtPt Mainland UCSC
## 1060 SanFran_2_GovtPt Mainland UCSC
## 1061 SanFran_2_GovtPt Mainland UCSC
## 1062 SanFran_2_GovtPt Mainland UCSC
## 1063 SanFran_2_GovtPt Mainland UCSC
## 1064 SanFran_2_GovtPt Mainland UCSC
## 1065 SanFran_2_GovtPt Mainland UCSC
## 1066 SanFran_2_GovtPt Mainland UCSC
## 1067 SanFran_2_GovtPt Mainland UCSC
## 1068 SanFran_2_GovtPt Mainland UCSC
## 1069 SanFran_2_GovtPt Mainland UCSC
## 1070 SanFran_2_GovtPt Mainland UCSC
## 1071 SanFran_2_GovtPt Mainland UCSC
## 1072 SanFran_2_GovtPt Mainland UCSC
## 1073 SanFran_2_GovtPt Mainland UCSC
## 1074 SanFran_2_GovtPt Mainland UCSC
## 1075 SanFran_2_GovtPt Mainland UCSC
## 1076 SanFran_2_GovtPt Mainland UCSC
## 1077 SanFran_2_GovtPt Mainland UCSC
## 1078 SanFran_2_GovtPt Mainland UCSC
## 1079 SanFran_2_GovtPt Mainland UCSC
## 1080 SanFran_2_GovtPt Mainland UCSC
## 1081 SanFran_2_GovtPt Mainland UCSC
## 1082 SanFran_2_GovtPt Mainland UCSC
## 1083 SanFran_2_GovtPt Mainland UCSC
## 1084 SanFran_2_GovtPt Mainland UCSC
## 1085 SanFran_2_GovtPt Mainland UCSC
## 1086 SanFran_2_GovtPt Mainland UCSC
## 1087 SanFran_2_GovtPt Mainland UCSC
## 1088 SanFran_2_GovtPt Mainland UCSC
## 1089 SanFran_2_GovtPt Mainland UCSC
## 1090 SanFran_2_GovtPt Mainland UCSC
## 1091 SanFran_2_GovtPt Mainland UCSC
## 1092 SanFran_2_GovtPt Mainland UCSC
## 1093 SanFran_2_GovtPt Mainland UCSC
## 1094 SanFran_2_GovtPt Mainland UCSC
## 1095 SanFran_2_GovtPt Mainland UCSC
## 1096 SanFran_2_GovtPt Mainland UCSC
## 1097 SanFran_2_GovtPt Mainland UCSC
## 1098 GovtPt_2_Mexico Mainland Other
## 1099 GovtPt_2_Mexico Mainland Other
## 1100 GovtPt_2_Mexico Mainland Other
## 1101 GovtPt_2_Mexico Mainland Other
## 1102 GovtPt_2_Mexico Mainland Other
## 1103 GovtPt_2_Mexico Mainland Other
## 1104 GovtPt_2_Mexico Mainland Other
## 1105 GovtPt_2_Mexico Mainland Other
## 1106 GovtPt_2_Mexico Mainland Other
## 1107 GovtPt_2_Mexico Mainland Other
## 1108 GovtPt_2_Mexico Mainland Other
## 1109 GovtPt_2_Mexico Mainland Other
## 1110 GovtPt_2_Mexico Mainland Other
## 1111 GovtPt_2_Mexico Mainland Other
## 1112 GovtPt_2_Mexico Mainland Other
## 1113 GovtPt_2_Mexico Mainland Other
## 1114 GovtPt_2_Mexico Mainland Other
## 1115 GovtPt_2_Mexico Mainland Other
## 1116 GovtPt_2_Mexico Mainland Other
## 1117 GovtPt_2_Mexico Mainland Other
## 1118 GovtPt_2_Mexico Mainland Other
## 1119 GovtPt_2_Mexico Mainland Other
## 1120 GovtPt_2_Mexico Mainland Other
## 1121 GovtPt_2_Mexico Mainland Other
## 1122 GovtPt_2_Mexico Mainland Other
## 1123 GovtPt_2_Mexico Mainland Other
## 1124 GovtPt_2_Mexico Mainland Other
## 1125 GovtPt_2_Mexico Mainland Other
## 1126 GovtPt_2_Mexico Mainland Other
## method_code_IP_other state facet
## 1 IP OR OR
## 2 IP OR OR
## 3 IP OR OR
## 4 IP OR OR
## 5 IP OR OR
## 6 IP OR OR
## 7 IP OR OR
## 8 IP OR OR
## 9 IP OR OR
## 10 IP OR OR
## 11 IP OR OR
## 12 IP OR OR
## 13 IP OR OR
## 14 IP OR OR
## 15 IP OR OR
## 16 IP OR OR
## 17 IP OR OR
## 18 IP OR OR
## 19 IP OR OR
## 20 IP OR OR
## 21 IP OR OR
## 22 IP OR OR
## 23 IP OR OR
## 24 IP OR OR
## 25 IP OR OR
## 26 IP OR OR
## 27 IP OR OR
## 28 IP OR OR
## 29 IP OR OR
## 30 IP OR OR
## 31 IP OR OR
## 32 IP OR OR
## 33 IP OR OR
## 34 IP OR OR
## 35 IP OR OR
## 36 IP OR OR
## 37 IP OR OR
## 38 IP OR OR
## 39 IP OR OR
## 40 IP OR OR
## 41 IP OR OR
## 42 IP OR OR
## 43 IP OR OR
## 44 IP OR OR
## 45 IP OR OR
## 46 IP OR OR
## 47 IP OR OR
## 48 IP OR OR
## 49 IP OR OR
## 50 IP OR OR
## 51 IP OR OR
## 52 IP OR OR
## 53 IP OR OR
## 54 IP OR OR
## 55 IP OR OR
## 56 IP OR OR
## 57 IP OR OR
## 58 IP OR OR
## 59 IP OR OR
## 60 IP OR OR
## 61 IP OR OR
## 62 IP OR OR
## 63 IP OR OR
## 64 IP OR OR
## 65 IP OR OR
## 66 IP OR OR
## 67 IP OR OR
## 68 IP OR OR
## 69 IP OR OR
## 70 IP OR OR
## 71 IP OR OR
## 72 IP OR OR
## 73 IP OR OR
## 74 IP OR OR
## 75 IP OR OR
## 76 IP OR OR
## 77 IP OR OR
## 78 IP OR OR
## 79 IP OR OR
## 80 IP OR OR
## 81 IP OR OR
## 82 IP OR OR
## 83 IP OR OR
## 84 IP OR OR
## 85 IP OR OR
## 86 IP OR OR
## 87 IP OR OR
## 88 IP OR OR
## 89 IP OR OR
## 90 IP OR OR
## 91 IP OR OR
## 92 IP OR OR
## 93 IP OR OR
## 94 IP OR OR
## 95 IP OR OR
## 96 IP OR OR
## 97 IP OR OR
## 98 IP OR OR
## 99 IP OR OR
## 100 IP OR OR
## 101 IP OR OR
## 102 IP OR OR
## 103 IP OR OR
## 104 IP OR OR
## 105 IP OR OR
## 106 IP OR OR
## 107 IP OR OR
## 108 IP OR OR
## 109 IP OR OR
## 110 Other CA CA
## 111 Other CA CA
## 112 Other CA CA
## 113 Other CA CA
## 114 Other CA CA
## 115 Other CA CA
## 116 Other CA CA
## 117 Other CA CA
## 118 Other CA CA
## 119 Other CA CA
## 120 Other CA CA
## 121 Other CA CA
## 122 Other CA CA
## 123 Other CA CA
## 124 Other CA CA
## 125 Other CA CA
## 126 Other CA CA
## 127 Other CA CA
## 128 Other CA CA
## 129 Other CA CA
## 130 Other CA CA
## 131 Other CA CA
## 132 Other CA CA
## 133 Other CA CA
## 134 Other CA CA
## 135 Other CA CA
## 136 Other CA CA
## 137 Other CA CA
## 138 Other CA CA
## 139 Other CA CA
## 140 Other CA CA
## 141 Other CA CA
## 142 Other CA CA
## 143 Other CA CA
## 144 Other CA CA
## 145 Other CA CA
## 146 Other CA CA
## 147 Other CA CA
## 148 Other CA CA
## 149 Other CA CA
## 150 Other CA CA
## 151 Other CA CA
## 152 Other CA CA
## 153 Other CA CA
## 154 Other CA CA
## 155 Other CA CA
## 156 Other CA CA
## 157 Other CA CA
## 158 Other CA CA
## 159 Other CA CA
## 160 Other CA CA
## 161 Other CA CA
## 162 Other CA CA
## 163 Other CA CA
## 164 Other CA CA
## 165 Other CA CA
## 166 Other CA CA
## 167 Other CA CA
## 168 Other CA CA
## 169 Other CA CA
## 170 Other CA CA
## 171 Other CA CA
## 172 Other CA CA
## 173 Other CA CA
## 174 IP CA CA
## 175 IP CA CA
## 176 IP CA CA
## 177 IP CA CA
## 178 IP CA CA
## 179 IP CA CA
## 180 IP CA CA
## 181 IP CA CA
## 182 IP CA CA
## 183 IP CA CA
## 184 IP CA CA
## 185 IP CA CA
## 186 IP CA CA
## 187 IP CA CA
## 188 IP CA CA
## 189 IP CA CA
## 190 IP CA CA
## 191 IP CA CA
## 192 IP CA CA
## 193 IP CA CA
## 194 IP CA CA
## 195 IP CA CA
## 196 IP CA CA
## 197 IP CA CA
## 198 IP CA CA
## 199 IP CA CA
## 200 IP CA CA
## 201 IP CA CA
## 202 IP CA CA
## 203 IP CA CA
## 204 IP CA CA
## 205 IP CA CA
## 206 IP CA CA
## 207 IP CA CA
## 208 IP CA CA
## 209 IP CA CA
## 210 IP CA CA
## 211 IP CA CA
## 212 IP CA CA
## 213 IP CA CA
## 214 IP CA CA
## 215 IP CA CA
## 216 IP CA CA
## 217 IP CA CA
## 218 IP CA CA
## 219 IP CA CA
## 220 IP CA CA
## 221 IP CA CA
## 222 IP CA CA
## 223 IP CA CA
## 224 IP CA CA
## 225 IP CA CA
## 226 IP CA CA
## 227 IP CA CA
## 228 IP CA CA
## 229 IP CA CA
## 230 IP CA CA
## 231 IP CA CA
## 232 IP CA CA
## 233 IP CA CA
## 234 IP CA CA
## 235 IP CA CA
## 236 IP CA CA
## 237 IP CA CA
## 238 IP CA CA
## 239 IP CA CA
## 240 IP CA CA
## 241 IP CA CA
## 242 IP CA CA
## 243 IP CA CA
## 244 IP CA CA
## 245 IP CA CA
## 246 IP CA CA
## 247 IP CA CA
## 248 IP CA CA
## 249 IP CA CA
## 250 IP CA CA
## 251 IP CA CA
## 252 IP CA CA
## 253 IP CA CA
## 254 IP CA CA
## 255 IP CA CA
## 256 IP CA CA
## 257 IP CA CA
## 258 IP CA CA
## 259 IP CA CA
## 260 IP CA CA
## 261 IP CA CA
## 262 IP CA CA
## 263 IP CA CA
## 264 IP CA CA
## 265 IP CA CA
## 266 IP CA CA
## 267 IP CA CA
## 268 IP CA CA
## 269 IP CA CA
## 270 IP CA CA
## 271 IP CA CA
## 272 IP CA CA
## 273 IP CA CA
## 274 IP CA CA
## 275 IP CA CA
## 276 IP CA CA
## 277 IP CA CA
## 278 IP CA CA
## 279 IP CA CA
## 280 IP CA CA
## 281 IP CA CA
## 282 IP CA CA
## 283 IP CA CA
## 284 IP CA CA
## 285 IP CA CA
## 286 IP CA CA
## 287 IP CA CA
## 288 IP CA CA
## 289 IP CA CA
## 290 IP CA CA
## 291 IP CA CA
## 292 IP CA CA
## 293 IP CA CA
## 294 IP CA CA
## 295 IP CA CA
## 296 IP CA CA
## 297 IP CA CA
## 298 IP CA CA
## 299 IP CA CA
## 300 IP CA CA
## 301 IP CA CA
## 302 IP CA CA
## 303 IP CA CA
## 304 IP CA CA
## 305 IP CA CA
## 306 IP CA CA
## 307 IP CA CA
## 308 IP CA CA
## 309 IP CA CA
## 310 IP CA CA
## 311 IP CA CA
## 312 IP CA CA
## 313 IP CA CA
## 314 IP CA CA
## 315 IP CA CA
## 316 IP CA CA
## 317 IP CA CA
## 318 IP CA CA
## 319 IP CA CA
## 320 IP CA CA
## 321 IP CA CA
## 322 IP CA CA
## 323 IP CA CA
## 324 IP CA CA
## 325 IP CA CA
## 326 IP CA CA
## 327 IP CA CA
## 328 IP CA CA
## 329 IP CA CA
## 330 IP CA CA
## 331 IP CA CA
## 332 IP CA CA
## 333 IP CA CA
## 334 IP CA CA
## 335 IP CA CA
## 336 IP CA CA
## 337 IP CA CA
## 338 IP CA CA
## 339 IP CA CA
## 340 IP CA CA
## 341 IP CA CA
## 342 IP CA CA
## 343 IP CA CA
## 344 IP CA CA
## 345 IP CA CA
## 346 IP CA CA
## 347 IP CA CA
## 348 IP CA CA
## 349 IP CA CA
## 350 IP CA CA
## 351 IP CA CA
## 352 IP CA CA
## 353 IP CA CA
## 354 IP CA CA
## 355 IP CA CA
## 356 IP CA CA
## 357 IP CA CA
## 358 IP CA CA
## 359 IP CA CA
## 360 IP CA CA
## 361 IP CA CA
## 362 IP CA CA
## 363 IP CA CA
## 364 IP CA CA
## 365 IP CA CA
## 366 IP CA CA
## 367 IP CA CA
## 368 IP CA CA
## 369 IP CA CA
## 370 IP CA CA
## 371 IP CA CA
## 372 IP CA CA
## 373 IP CA CA
## 374 IP CA CA
## 375 IP CA CA
## 376 IP CA CA
## 377 IP CA CA
## 378 IP CA CA
## 379 IP CA CA
## 380 IP CA CA
## 381 IP CA CA
## 382 IP CA CA
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## 1126 Other CA CAggsave(filename = "../../results/Exploratory_Analysis_results/15.P.ochra_SSWDtf_over25_fig.png",plot = P.ochra_SSWDtf_over25_fig, width = 5, height = 4) Now filtering for sites that had 40+ (P.ochra) sea stars in 2013
(Repeat same analysis pipeline)
P.ochra_SSWDtf_2ndhighestcount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 40)
unique(P.ochra_SSWDtf_2ndhighestcount_temp$site_code)## [1] DMN END FKC FOG GREN MCR OCC SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WINP.ochra_SSWDtf_over40 <- P.ochra_SSWD_tf %>% filter(site_code == "DMN" | site_code == "END" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")
P.ochra_SSWDtf_over40_fig <- P.ochra_SSWDtf_over40 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_SSWDtf_over40_fig <- P.ochra_SSWDtf_over40_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_SSWDtf_over40_fig
#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)P.ochra_SSWDtf_over40_plot <- P.ochra_SSWDtf_over40 %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) + stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE
) +
scale_fill_manual(values=pisaster_colors,name = "Quartiles") +
ylab("Year") +
xlab("log(Abundance)")
P.ochra_SSWDtf_over40_plot + facet_wrap(~ marine_sort_order, nrow =3) + theme(legend.position = "none",axis.title.y = element_blank(), title=element_blank())## Picking joint bandwidth of 0.588## Picking joint bandwidth of 0.543## Picking joint bandwidth of 0.509## Picking joint bandwidth of 0.425## Picking joint bandwidth of 0.748## Picking joint bandwidth of 0.694## Picking joint bandwidth of 0.336## Picking joint bandwidth of 0.539
Now filtering for sites that had 50+ (P.ochra) sea stars in 2013
(Repeat same analysis pipeline)
P.ochra_SSWDtf_highestcount_temp <- P.ochra_SSWD_tf %>% filter(marine_common_year == "2013" & total >= 50)
unique(P.ochra_SSWDtf_highestcount_temp$site_code)## [1] END FKC GREN MCR OCC SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WINP.ochra_SSWDtf_over50 <- P.ochra_SSWD_tf %>% filter(site_code == "END" | site_code == "FKC" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")
P.ochra_SSWDtf_over50_fig <- P.ochra_SSWDtf_over50 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_SSWDtf_over50_fig <- P.ochra_SSWDtf_over50_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_SSWDtf_over50_fig
#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)P.ochra_SSWDtf_over50_plot <- P.ochra_SSWDtf_over50 %>% ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) + stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE
) +
scale_fill_manual(values=pisaster_colors,name = "Quartiles") +
ylab("Year") +
xlab("log(Abundance)")
P.ochra_SSWDtf_over50_plot_final <- P.ochra_SSWDtf_over50_plot + facet_wrap(~ marine_sort_order, nrow =2) + theme(legend.position = "none")
P.ochra_SSWDtf_over50_plot_final## Picking joint bandwidth of 0.588## Picking joint bandwidth of 0.509## Picking joint bandwidth of 0.748## Picking joint bandwidth of 0.694## Picking joint bandwidth of 0.336## Picking joint bandwidth of 0.539
ggsave(filename = "../../results/Exploratory_Analysis_results/16.P.ochra_SSWDtf_over50_bysite_fig.png",plot = P.ochra_SSWDtf_over50_plot_final, width = 5, height = 4)## Picking joint bandwidth of 0.588## Picking joint bandwidth of 0.509## Picking joint bandwidth of 0.748## Picking joint bandwidth of 0.694## Picking joint bandwidth of 0.336## Picking joint bandwidth of 0.539Temporal changes in size
It looks like sites are recoving by 2016- if this is the case, we should see the size class distribution change to feature more small individuals that matches the trends of recovering abundance
Start with a histogram of the two variables that describe size classes of P.ochra
P.ochra_only %>% ggplot2::ggplot() + geom_histogram(aes(size_bin))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
P.ochra_only %>% ggplot2::ggplot() + geom_histogram(aes(size_sort_order))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
size_sort_order is a less-informative version of size_bin, so I am going to predominantely (or even exclusively) focus on size_bin.
Changes in size across all years surveyed
P.ochra_only %>% ggplot(aes(marine_common_year, size_bin, group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("Size Class") 
It is actually really useful to see how steady the size classes were before SSWD, so I may include a few more years before and after the main SSWD window (2013-2016) to properly display this.
Narrowing the temporal range
Going to try both 2010-2016 and 2010-2018
f2010to2016_P.ochra <- P.ochra_only
f2010to2016_P.ochra$marine_common_year <- as.numeric(f2010to2016_P.ochra$marine_common_year)
f2010to2018_P.ochra <- f2010to2016_P.ochra
f2010to2016_P.ochra <- filter(f2010to2016_P.ochra, marine_common_year >= "2010" & marine_common_year <= "2016")
f2010to2018_P.ochra <- filter(f2010to2018_P.ochra, marine_common_year >= "2010" & marine_common_year <= "2018")
f2010to2016_P.ochra$marine_common_year <- as.factor(f2010to2016_P.ochra$marine_common_year)
f2010to2018_P.ochra$marine_common_year <- as.factor(f2010to2018_P.ochra$marine_common_year)
# quick plots just to get an idea
f2010to2018_P.ochra %>% ggplot(aes(size_sort_order, marine_common_year)) + geom_density_ridges(alpha = 0.3)## Picking joint bandwidth of 1.08
f2010to2016_P.ochra %>% ggplot(aes(size_sort_order, marine_common_year)) + geom_density_ridges(alpha = 0.3)## Picking joint bandwidth of 1.05
SSWD_timeframe_P.ochra %>% ggplot(aes(size_bin, marine_common_year)) + geom_density_ridges(alpha = 0.3)## Picking joint bandwidth of 11.1
Would be useful to plot size_bin trends and abundance trends side by side
# Abundance plot
total_plot_all <- f2010to2018_P.ochra %>%
ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE,scale =1.7) +
xlim(-1,5.5) +
theme(legend.position = "none") +
labs(x = "log(Abundance)", y = "Year") +
scale_fill_manual(values=pisaster_colors) + ggtitle("(A)") + titletheme
# Size Bin plot
sizebin_plot_all <- f2010to2018_P.ochra %>%
ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE) +
xlim(-10,240) +
theme(legend.position = "none",axis.title.y = element_blank()) +
labs(x = "Size Class", y = "Year") +
scale_fill_manual(values=pisaster_size_colors) + ggtitle("(B)") + titletheme
# putting them together
grid.arrange(total_plot_all,sizebin_plot_all,nrow=1)## Picking joint bandwidth of 0.304## Warning: Removed 4 rows containing non-finite values (stat_density_ridges).## Picking joint bandwidth of 10.5## Warning: Removed 9 rows containing non-finite values (stat_density_ridges).
ggsave(filename = "../../results/Exploratory_Analysis_results/17.P.ochra_size.vs.abundance_density_allsites.png",plot = grid.arrange(total_plot_all,sizebin_plot_all,nrow=1), width = 6, height = 4)## Picking joint bandwidth of 0.304## Warning: Removed 4 rows containing non-finite values (stat_density_ridges).## Picking joint bandwidth of 10.5## Warning: Removed 9 rows containing non-finite values (stat_density_ridges).Now just for sites with high abundance
tf_2010_2018 <- filter(ordered_data, marine_common_year >= "2010" & marine_common_year <= "2018")
P.ochra_tf_2010_2018 <- filter(tf_2010_2018, species_code == "P.ochraceus")Sites with 40+
P.ochra_tf_10_18_min40_temp <- P.ochra_tf_2010_2018 %>% filter(marine_common_year == "2013" & total >= 40)
unique(P.ochra_tf_10_18_min40_temp$site_code)## [1] DMN END FKC FOG GREN MCR OCC SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WINP.ochra_tf_10_18_min40 <- P.ochra_tf_2010_2018 %>% filter(site_code == "DMN" | site_code == "END" | site_code == "FKC" | site_code == "FOG" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")
P.ochra_tf_10_18_min40_fig <- P.ochra_tf_10_18_min40 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_tf_10_18_min40_fig <- P.ochra_tf_10_18_min40_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_tf_10_18_min40_fig
#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)# Abundance plot
P.ochra_tf_10_18_min40$marine_common_year <- as.factor(P.ochra_tf_10_18_min40$marine_common_year)
total_plot_over40 <- P.ochra_tf_10_18_min40 %>%
ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE,scale =1.7) +
# xlim(-1,5.5) +
theme(legend.position = "none") +
labs(x = "log(Abundance)", y = "Year") +
scale_fill_manual(values=pisaster_colors)
# Size Bin plot
sizebin_plot_over40 <- P.ochra_tf_10_18_min40 %>%
ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE) +
# xlim(-10,240) +
theme(legend.position = "none",axis.title.y = element_blank()) +
labs(x = "Size Class", y = "Year") +
scale_fill_manual(values=pisaster_size_colors)
# putting them together
grid.arrange(total_plot_over40,sizebin_plot_over40,nrow=1)## Picking joint bandwidth of 0.459## Picking joint bandwidth of 14.1
sizebin_plot_over40 +
scale_fill_manual(values=pisaster_size_colors) + facet_wrap(~marine_sort_order,nrow=2)## Scale for 'fill' is already present. Adding another scale for 'fill',
## which will replace the existing scale.## Picking joint bandwidth of 19.1## Picking joint bandwidth of 25.2## Picking joint bandwidth of 21## Picking joint bandwidth of 16.2## Picking joint bandwidth of 16.6## Picking joint bandwidth of 18.4## Picking joint bandwidth of 16.2## Picking joint bandwidth of 15.3
#ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_size.vs.abundance_density_over40.png",plot = grid.arrange(size_bin_plot,total_plot,nrow=1), width = 6, height = 4)Sites with 50+
P.ochra_tf_10_18_min50_temp <- P.ochra_tf_2010_2018 %>% filter(marine_common_year == "2013" & total >= 50)
unique(P.ochra_tf_10_18_min50_temp$site_code)## [1] END FKC GREN MCR OCC SHCO
## 77 Levels: ALEG ARG ARHO ARN BML BOA BOB BOD BRN CARP CAY CHM ... WINP.ochra_tf_10_18_min50 <- P.ochra_tf_2010_2018 %>% filter(site_code == "END" | site_code == "FKC" | site_code == "GREN" | site_code == "MCR" | site_code == "OCC" | site_code == "SHCO")
P.ochra_tf_10_18_min50_fig <- P.ochra_tf_10_18_min50 %>% ggplot(aes(marine_common_year, log(total), group = marine_common_year)) +
geom_boxplot(fill = "darkmagenta", alpha = 0.7) +
xlab("Year") +
ylab("log(P.ochra Abundance)")
P.ochra_tf_10_18_min50_fig <- P.ochra_tf_10_18_min50_fig + facet_wrap(~ marine_sort_order, nrow =2)
P.ochra_tf_10_18_min50_fig
# ggsave(filename = "../../results/Exploratory_Analysis_results/P.ochra_SSWDtf_over40_fig.png",plot = P.ochra_SSWDtf_over40_fig, width = 5, height = 4)# Abundance plot
P.ochra_tf_10_18_min50$marine_common_year <- as.factor(P.ochra_tf_10_18_min50$marine_common_year)
total_plot_over50 <- P.ochra_tf_10_18_min50 %>%
ggplot(aes(x=log(total), y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE,scale =1.7) +
# xlim(-1,5.5) +
theme(legend.position = "none") +
labs(x = "log(Abundance)", y = "Year") +
scale_fill_manual(values=pisaster_colors) + ggtitle("(A)") + titletheme
# Size Bin plot
sizebin_plot_over50 <- P.ochra_tf_10_18_min50 %>%
ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE) +
# xlim(-10,240) +
theme(legend.position = "none",axis.title.y = element_blank()) +
labs(x = "Size Class", y = "Year") +
scale_fill_manual(values=pisaster_size_colors) + ggtitle("(B)") + titletheme
sizebin_plot_over50_2 <- P.ochra_tf_10_18_min50 %>%
ggplot(aes(x=size_bin, y=marine_common_year,fill=factor(..quantile..))) +
stat_density_ridges(
geom = "density_ridges_gradient", calc_ecdf = TRUE,
quantiles = 4, quantile_lines = TRUE) +
# xlim(-10,240) +
theme(legend.position = "none",axis.title.y = element_blank()) +
labs(x = "Size Class", y = "Year") +
scale_fill_manual(values=pisaster_size_colors)
# putting them together
grid.arrange(total_plot_over50,sizebin_plot_over50,nrow=1)## Picking joint bandwidth of 0.52## Picking joint bandwidth of 14.8
sizebin_plot_over50_2 +
scale_fill_manual(values=pisaster_size_colors) + facet_wrap(~marine_sort_order,nrow=2)## Scale for 'fill' is already present. Adding another scale for 'fill',
## which will replace the existing scale.## Picking joint bandwidth of 19.1## Picking joint bandwidth of 21## Picking joint bandwidth of 16.6## Picking joint bandwidth of 18.4## Picking joint bandwidth of 16.2## Picking joint bandwidth of 15.3
ggsave(filename = "../../results/Exploratory_Analysis_results/18.P.ochra_size_abundance_density_over50.png",plot = grid.arrange(total_plot_over50,sizebin_plot_over50,nrow=1), width = 6, height = 4)## Picking joint bandwidth of 0.52## Picking joint bandwidth of 14.8myPalette <- colorRampPalette(viridis_pal(begin = 0, end = 1,option = "plasma")(8),)
title <- "log(Size \n Class)"
sc <- scale_colour_gradientn(title,colours = myPalette(50))
total_manhattanplot <- f2010to2018_P.ochra %>% ggplot(aes(x = marine_common_season, y = total, color = log(size_bin))) + geom_jitter(alpha = 0.8, size=3, width = 0.6, height =0.2) + geom_smooth(method = "loess", se = TRUE, colour = "black", span = 0.3) + sc + xlab("Season & Year") + ylab("Abundance") + theme(legend.position = "none") + ggtitle("(A)") + titletheme + scale_x_continuous(breaks = c("Sp10" = 120, "Sm12" = 127, "Fl14" = 135, "Sm16" = 142, "Fl18" = 149)) #+ scale_x_continuous(breaks = c("Sp10" = 120, "Sm10" = 121, "Fl10" = 122, "Sp11" = 123, "Sm11" = 124, "Fl11" = 125, "Sp12" = 126, "Sm12" = 127, "Fl12" = 128, "Sp13" = 129, "Sm13" = 130, "Fl12" = 131, "Sp13" = 129, "Sm13" = 130, "Fl13" = 131, "Sp14" = 133, "Sm14" = 134, "Fl14" = 135, "Sp15" = 137, "Sm15" = 138, "Fl15" = 139, "Sp16" = 141, "Sm16" = 142, "Fl16" = 143, "Sp17" = 144, "Sm17" = 145, "Fl17" = 146, "Sp18" = 147, "Sm18" = 148, "Fl18" = 149, "Sp19" = 150))
logtotal_manhattanplot <- f2010to2018_P.ochra %>% ggplot(aes(x = marine_common_season, y = log(total), color = log(size_bin))) + geom_jitter(alpha = 0.8, size=3, width = 0.6, height =0.2) + geom_smooth(method = "loess", se = TRUE, colour = "black", span = 0.3) + sc + xlab("Season & Year") + ylab("log(Abundance)") + ggtitle("(B)") + titletheme + scale_x_continuous(breaks = c("Fl11" = 125, "Fl14" = 135,"Sm17" = 145))
grid.arrange(total_manhattanplot,logtotal_manhattanplot,nrow =1)
ggsave(filename = "../../results/Exploratory_Analysis_results/19.P.ochra_size_abundance_scatter.png",plot = grid.arrange(total_manhattanplot,logtotal_manhattanplot,nrow =1), width = 6, height = 4)